diff --git a/translations/bg/.co-op-translator.json b/translations/bg/.co-op-translator.json index f86799ae..ee3ce959 100644 --- a/translations/bg/.co-op-translator.json +++ b/translations/bg/.co-op-translator.json @@ -6,8 +6,8 @@ "language_code": "bg" }, "README.md": { - "original_hash": "1984fc89dd304a8a33ab5584691a99aa", - "translation_date": "2026-01-30T02:34:49+00:00", + "original_hash": "75fe3383afc51eaa84b82ace619ffea7", + "translation_date": "2026-02-06T09:07:11+00:00", "source_file": "README.md", "language_code": "bg" }, diff --git a/translations/bg/README.md b/translations/bg/README.md index 07ca740d..69991d46 100644 --- a/translations/bg/README.md +++ b/translations/bg/README.md @@ -16,125 +16,126 @@ |![Sketchnote by @girlie_mac https://twitter.com/girlie_mac](../../translated_images/bg/ai-overview.0857791951d19500.webp)| |:---:| -| AI For Beginners - _Ментална карта от [@girlie_mac](https://twitter.com/girlie_mac)_ | +| AI For Beginners - _Скетчноут от [@girlie_mac](https://twitter.com/girlie_mac)_ | -Изследвайте света на **Изкуствения интелект** (ИИ) с нашата 12-седмична, 24-урочна учебна програма! Тя включва практически уроци, тестове и лабораторни занятия. Учебната програма е подходяща за начинаещи и покрива инструменти като TensorFlow и PyTorch, както и етика в ИИ. +Изследвайте света на **Изкуствения интелект** (ИИ) с нашата 12-седмична учебна програма от 24 урока! Включва практически уроци, тестове и лабораторни упражнения. Учебната програма е подходяща за начинаещи и обхваща инструменти като TensorFlow и PyTorch, както и етиката в ИИ. ### 🌐 Поддръжка на множество езици -#### Поддържано чрез GitHub Action (Автоматизирано и винаги актуално) +#### Поддържа се чрез GitHub Action (Автоматизирано и винаги актуално) [Arabic](../ar/README.md) | [Bengali](../bn/README.md) | [Bulgarian](./README.md) | [Burmese (Myanmar)](../my/README.md) | [Chinese (Simplified)](../zh-CN/README.md) | [Chinese (Traditional, Hong Kong)](../zh-HK/README.md) | [Chinese (Traditional, Macau)](../zh-MO/README.md) | [Chinese (Traditional, Taiwan)](../zh-TW/README.md) | [Croatian](../hr/README.md) | [Czech](../cs/README.md) | [Danish](../da/README.md) | [Dutch](../nl/README.md) | [Estonian](../et/README.md) | [Finnish](../fi/README.md) | [French](../fr/README.md) | [German](../de/README.md) | [Greek](../el/README.md) | [Hebrew](../he/README.md) | [Hindi](../hi/README.md) | [Hungarian](../hu/README.md) | [Indonesian](../id/README.md) | [Italian](../it/README.md) | [Japanese](../ja/README.md) | [Kannada](../kn/README.md) | [Korean](../ko/README.md) | [Lithuanian](../lt/README.md) | [Malay](../ms/README.md) | [Malayalam](../ml/README.md) | [Marathi](../mr/README.md) | [Nepali](../ne/README.md) | [Nigerian Pidgin](../pcm/README.md) | [Norwegian](../no/README.md) | [Persian (Farsi)](../fa/README.md) | [Polish](../pl/README.md) | [Portuguese (Brazil)](../pt-BR/README.md) | [Portuguese (Portugal)](../pt-PT/README.md) | [Punjabi (Gurmukhi)](../pa/README.md) | [Romanian](../ro/README.md) | [Russian](../ru/README.md) | [Serbian (Cyrillic)](../sr/README.md) | [Slovak](../sk/README.md) | [Slovenian](../sl/README.md) | [Spanish](../es/README.md) | [Swahili](../sw/README.md) | [Swedish](../sv/README.md) | [Tagalog (Filipino)](../tl/README.md) | [Tamil](../ta/README.md) | [Telugu](../te/README.md) | [Thai](../th/README.md) | [Turkish](../tr/README.md) | [Ukrainian](../uk/README.md) | [Urdu](../ur/README.md) | [Vietnamese](../vi/README.md) > **Предпочитате да клонирате локално?** -> Това хранилище включва над 50 езикови превода, което значително увеличава размера на изтеглянето. За да клонирате без преводи, използвайте sparse checkout: +> Това хранилище включва над 50 езикови превода, което значително увеличава размера на изтегляне. За да клонирате без преводи, използвайте sparse checkout: > ```bash > git clone --filter=blob:none --sparse https://github.com/microsoft/AI-For-Beginners.git > cd AI-For-Beginners > git sparse-checkout set --no-cone '/*' '!translations' '!translated_images' > ``` -> Това Ви дава всичко необходимо за завършване на курса с много по-бързо изтегляне. +> Това ви дава всичко необходимо за завършване на курса с много по-бързо изтегляне. -**Ако желаете да се добавят допълнителни преводи, поддържаните езици са изброени [тук](https://github.com/Azure/co-op-translator/blob/main/getting_started/supported-languages.md)** +**Ако желаете допълнителни преводи на езици, поддържаните са изброени [тук](https://github.com/Azure/co-op-translator/blob/main/getting_started/supported-languages.md)** ## Присъединете се към общността [![Microsoft Foundry Discord](https://dcbadge.limes.pink/api/server/nTYy5BXMWG)](https://discord.gg/nTYy5BXMWG) ## Какво ще научите -**[Ментална карта на курса](http://soshnikov.com/courses/ai-for-beginners/mindmap.html)** +**[Карта на ума на курса](http://soshnikov.com/courses/ai-for-beginners/mindmap.html)** В тази учебна програма ще научите: -* Различни подходи към Изкуствения интелект, включително "старата добра" символна методика с **Представяне на знанието** и разсъждения ([GOFAI](https://en.wikipedia.org/wiki/Symbolic_artificial_intelligence)). -* **Невронни мрежи** и **Дълбоко обучение**, които са в сърцето на съвременния ИИ. Ще илюстрираме концепциите зад тези важни теми с код в две от най-популярните рамки - [TensorFlow](http://Tensorflow.org) и [PyTorch](http://pytorch.org). -* **Невронни архитектури** за работа с изображения и текст. Ще покрием нови модели, но може да са малко изостанали от най-съвременните технологии. +* Различни подходи към изкуствения интелект, включително "добрият стар" символен подход с **Представяне на знания** и разсъждаване ([GOFAI](https://en.wikipedia.org/wiki/Symbolic_artificial_intelligence)). +* **Невронни мрежи** и **Дълбоко обучение**, които са в основата на съвременния ИИ. Ще илюстрираме концепциите зад тези важни теми с код на два от най-популярните фреймуърка - [TensorFlow](http://Tensorflow.org) и [PyTorch](http://pytorch.org). +* **Невронни архитектури** за работа с изображения и текст. Ще покрием последните модели, но може да сме леко изостанали спрямо най-съвременните технологии. * По-малко популярни подходи в ИИ, като **Генетични алгоритми** и **Мултиагентни системи**. -Какво няма да покрием в тази учебна програма: +Какво няма да покриваме в тази учебна програма: -> [Намерете всички допълнителни ресурси за този курс в нашата колекция в Microsoft Learn](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) +> [Намерете всички допълнителни ресурси за този курс в нашата колекция Microsoft Learn](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) -* Бизнес казуси за използване на **ИИ в бизнеса**. Помислете за вземане на [Въведение в ИИ за бизнес потребители](https://docs.microsoft.com/learn/paths/introduction-ai-for-business-users/?WT.mc_id=academic-77998-bethanycheum) учебен път в Microsoft Learn, или [AI Business School](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-bethanycheum), разработен в сътрудничество с [INSEAD](https://www.insead.edu/). -* **Класическо машинно обучение**, което е добре описано в нашата [Учебна програма по машинно обучение за начинаещи](http://github.com/Microsoft/ML-for-Beginners). -* Практически приложения на ИИ, изградени с помощта на **[Cognitive Services](https://azure.microsoft.com/services/cognitive-services/?WT.mc_id=academic-77998-bethanycheum)**. За това препоръчваме да започнете с модулите на Microsoft Learn за [компютърно зрение](https://docs.microsoft.com/learn/paths/create-computer-vision-solutions-azure-cognitive-services/?WT.mc_id=academic-77998-bethanycheum), [обработка на естествен език](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-bethanycheum), **[Генеративен ИИ с Azure OpenAI Service](https://learn.microsoft.com/en-us/training/paths/develop-ai-solutions-azure-openai/?WT.mc_id=academic-77998-bethanycheum)** и други. -* Специфични ML **Облачни рамки**, като [Azure Machine Learning](https://azure.microsoft.com/services/machine-learning/?WT.mc_id=academic-77998-bethanycheum), [Microsoft Fabric](https://learn.microsoft.com/en-us/training/paths/get-started-fabric/?WT.mc_id=academic-77998-bethanycheum) или [Azure Databricks](https://docs.microsoft.com/learn/paths/data-engineer-azure-databricks?WT.mc_id=academic-77998-bethanycheum). Помислете за използване на учебните пътища [Изграждане и опериране на решения за машинно обучение с Azure Machine Learning](https://docs.microsoft.com/learn/paths/build-ai-solutions-with-azure-ml-service/?WT.mc_id=academic-77998-bethanycheum) и [Изграждане и опериране на решения за машинно обучение с Azure Databricks](https://docs.microsoft.com/learn/paths/build-operate-machine-learning-solutions-azure-databricks/?WT.mc_id=academic-77998-bethanycheum). -* **Разговорен ИИ** и **Чат ботове**. Съществува отделен учебен път [Създаване на разговорни AI решения](https://docs.microsoft.com/learn/paths/create-conversational-ai-solutions/?WT.mc_id=academic-77998-bethanycheum) и можете да се обърнете и към [този блог пост](https://soshnikov.com/azure/hello-bot-conversational-ai-on-microsoft-platform/) за повече подробности. -* **Дълбока математика** зад дълбокото обучение. За това препоръчваме [Deep Learning](https://www.amazon.com/Deep-Learning-Adaptive-Computation-Machine/dp/0262035618) от Иън Гудфелоу, Йошуа Бенгио и Аарън Курвил, която е достъпна и онлайн на [https://www.deeplearningbook.org/](https://www.deeplearningbook.org/). +* Бизнес случаи на използване на **ИИ в бизнеса**. Помислете за преминаване на учебния път [Въведение в ИИ за бизнес потребители](https://docs.microsoft.com/learn/paths/introduction-ai-for-business-users/?WT.mc_id=academic-77998-bethanycheum) в Microsoft Learn, или [AI Business School](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-bethanycheum), разработен в сътрудничество с [INSEAD](https://www.insead.edu/). +* **Класическо машинно обучение**, което е добре описано в нашата [Учебна програма за машинно обучение за начинаещи](http://github.com/Microsoft/ML-for-Beginners). +* Практически приложения на ИИ, изградени с помощта на **[Когнитивни услуги](https://azure.microsoft.com/services/cognitive-services/?WT.mc_id=academic-77998-bethanycheum)**. За това препоръчваме да започнете с модули Microsoft Learn за [компютърно зрение](https://docs.microsoft.com/learn/paths/create-computer-vision-solutions-azure-cognitive-services/?WT.mc_id=academic-77998-bethanycheum), [обработка на естествен език](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-bethanycheum), **[Генеративен ИИ с Azure OpenAI Service](https://learn.microsoft.com/en-us/training/paths/develop-ai-solutions-azure-openai/?WT.mc_id=academic-77998-bethanycheum)** и други. +* Специфични ML **Cloud Frameworks**, като [Azure Machine Learning](https://azure.microsoft.com/services/machine-learning/?WT.mc_id=academic-77998-bethanycheum), [Microsoft Fabric](https://learn.microsoft.com/en-us/training/paths/get-started-fabric/?WT.mc_id=academic-77998-bethanycheum), или [Azure Databricks](https://docs.microsoft.com/learn/paths/data-engineer-azure-databricks?WT.mc_id=academic-77998-bethanycheum). Обмислете използването на учебните пътеки [Build and operate machine learning solutions with Azure Machine Learning](https://docs.microsoft.com/learn/paths/build-ai-solutions-with-azure-ml-service/?WT.mc_id=academic-77998-bethanycheum) и [Build and Operate Machine Learning Solutions with Azure Databricks](https://docs.microsoft.com/learn/paths/build-operate-machine-learning-solutions-azure-databricks/?WT.mc_id=academic-77998-bethanycheum). +* **Разговорен ИИ** и **Чат ботове**. Съществува отделна учебна пътека [Create conversational AI solutions](https://docs.microsoft.com/learn/paths/create-conversational-ai-solutions/?WT.mc_id=academic-77998-bethanycheum), а също можете да се обърнете към [този блог пост](https://soshnikov.com/azure/hello-bot-conversational-ai-on-microsoft-platform/) за повече подробности. +* **Дълбока математика** зад дълбокото обучение. За това препоръчваме [Deep Learning](https://www.amazon.com/Deep-Learning-Adaptive-Computation-Machine/dp/0262035618) от Иън Гудфелоу, Йошуа Бенгио и Аарон Курвил, която също е налична онлайн на [https://www.deeplearningbook.org/](https://www.deeplearningbook.org/). -За леко въведение в темите за _ИИ в облака_ може да обмислите да вземете учебния път [Започнете с изкуствен интелект в Azure](https://docs.microsoft.com/learn/paths/get-started-with-artificial-intelligence-on-azure/?WT.mc_id=academic-77998-bethanycheum). +За меко въведение в теми, свързани с _ИИ в облака_, може да обмислите учебния път [Започнете с изкуствен интелект в Azure](https://docs.microsoft.com/learn/paths/get-started-with-artificial-intelligence-on-azure/?WT.mc_id=academic-77998-bethanycheum) Learning Path. # Съдържание -| | Връзка към урока | PyTorch/Keras/TensorFlow | Лаборатория | +| | Lesson Link | PyTorch/Keras/TensorFlow | Lab | | :-: | :------------------------------------------------------------------------------------------------------------------------------------------: | :---------------------------------------------------------------------------------------------: | ------------------------------------------------------------------------------ | -| 0 | [Настройване на курса](./lessons/0-course-setup/setup.md) | [Настройване на средата за разработка](./lessons/0-course-setup/how-to-run.md) | | +| 0 | [Настройка на курса](./lessons/0-course-setup/setup.md) | [Настройка на средата за разработка](./lessons/0-course-setup/how-to-run.md) | | | I | [**Въведение в ИИ**](./lessons/1-Intro/README.md) | | | | 01 | [Въведение и история на ИИ](./lessons/1-Intro/README.md) | - | - | | II | **Символен ИИ** | -| 02 | [Представяне на знанието и експертни системи](./lessons/2-Symbolic/README.md) | [Експертни системи](./lessons/2-Symbolic/Animals.ipynb) / [Онтология](./lessons/2-Symbolic/FamilyOntology.ipynb) /[Граф на понятия](./lessons/2-Symbolic/MSConceptGraph.ipynb) | | +| 02 | [Представяне на знания и експертни системи](./lessons/2-Symbolic/README.md) | [Експертни системи](./lessons/2-Symbolic/Animals.ipynb) / [Онтология](./lessons/2-Symbolic/FamilyOntology.ipynb) /[Граф концепции](./lessons/2-Symbolic/MSConceptGraph.ipynb) | | | III | [**Въведение в невронните мрежи**](./lessons/3-NeuralNetworks/README.md) ||| | 03 | [Перцептрон](./lessons/3-NeuralNetworks/03-Perceptron/README.md) | [Тетрадка](./lessons/3-NeuralNetworks/03-Perceptron/Perceptron.ipynb) | [Лаборатория](./lessons/3-NeuralNetworks/03-Perceptron/lab/README.md) | -| 04 | [Многослоен перцептрон и създаване на наша собствена рамка](./lessons/3-NeuralNetworks/04-OwnFramework/README.md) | [Тетрадка](./lessons/3-NeuralNetworks/04-OwnFramework/OwnFramework.ipynb) | [Лаборатория](./lessons/3-NeuralNetworks/04-OwnFramework/lab/README.md) | -| 05 | [Въведение в рамки (PyTorch/TensorFlow) и пренасищане](./lessons/3-NeuralNetworks/05-Frameworks/README.md) | [PyTorch](./lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb) / [Keras](./lessons/3-NeuralNetworks/05-Frameworks/IntroKeras.ipynb) / [TensorFlow](./lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb) | [Лаборатория](./lessons/3-NeuralNetworks/05-Frameworks/lab/README.md) | +| 04 | [Многослоен перцептрон и създаване на собствен фреймуърк](./lessons/3-NeuralNetworks/04-OwnFramework/README.md) | [Тетрадка](./lessons/3-NeuralNetworks/04-OwnFramework/OwnFramework.ipynb) | [Лаборатория](./lessons/3-NeuralNetworks/04-OwnFramework/lab/README.md) | +| 05 | [Въведение във фреймуъркове (PyTorch/TensorFlow) и пренастройване](./lessons/3-NeuralNetworks/05-Frameworks/README.md) | [PyTorch](./lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb) / [Keras](./lessons/3-NeuralNetworks/05-Frameworks/IntroKeras.ipynb) / [TensorFlow](./lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb) | [Лаборатория](./lessons/3-NeuralNetworks/05-Frameworks/lab/README.md) | | IV | [**Компютърно зрение**](./lessons/4-ComputerVision/README.md) | [PyTorch](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste) / [TensorFlow](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)| [Разгледайте компютърното зрение в Microsoft Azure](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) | | 06 | [Въведение в компютърното зрение. OpenCV](./lessons/4-ComputerVision/06-IntroCV/README.md) | [Тетрадка](./lessons/4-ComputerVision/06-IntroCV/OpenCV.ipynb) | [Лаборатория](./lessons/4-ComputerVision/06-IntroCV/lab/README.md) | -| 07 | [Конволюционни невронни мрежи](./lessons/4-ComputerVision/07-ConvNets/README.md) & [Архитектури на CNN](./lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md) | [PyTorch](./lessons/4-ComputerVision/07-ConvNets/ConvNetsPyTorch.ipynb) /[TensorFlow](./lessons/4-ComputerVision/07-ConvNets/ConvNetsTF.ipynb) | [Лаборатория](./lessons/4-ComputerVision/07-ConvNets/lab/README.md) | -| 08 | [Предварително обучени мрежи и трансферно обучение](./lessons/4-ComputerVision/08-TransferLearning/README.md) и [Тренировъчни трикове](./lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md) | [PyTorch](./lessons/4-ComputerVision/08-TransferLearning/TransferLearningPyTorch.ipynb) / [TensorFlow](./lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb) | [Лаборатория](./lessons/4-ComputerVision/08-TransferLearning/lab/README.md) | +| 07 | [Конволюционни невронни мрежи](./lessons/4-ComputerVision/07-ConvNets/README.md) & [CNN архитектури](./lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md) | [PyTorch](./lessons/4-ComputerVision/07-ConvNets/ConvNetsPyTorch.ipynb) /[TensorFlow](./lessons/4-ComputerVision/07-ConvNets/ConvNetsTF.ipynb) | [Лаборатория](./lessons/4-ComputerVision/07-ConvNets/lab/README.md) | +| 08 | [Предварително обучени мрежи и трансферно обучение](./lessons/4-ComputerVision/08-TransferLearning/README.md) и [Трикове при обучението](./lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md) | [PyTorch](./lessons/4-ComputerVision/08-TransferLearning/TransferLearningPyTorch.ipynb) / [TensorFlow](./lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb) | [Лаборатория](./lessons/4-ComputerVision/08-TransferLearning/lab/README.md) | | 09 | [Автоенкодери и VAE](./lessons/4-ComputerVision/09-Autoencoders/README.md) | [PyTorch](./lessons/4-ComputerVision/09-Autoencoders/AutoEncodersPyTorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/09-Autoencoders/AutoencodersTF.ipynb) | | -| 10 | [Генеративно-състезателни мрежи и трансфер на артистичен стил](./lessons/4-ComputerVision/10-GANs/README.md) | [PyTorch](./lessons/4-ComputerVision/10-GANs/GANPyTorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/10-GANs/GANTF.ipynb) | | -| 11 | [Обектно разпознаване](./lessons/4-ComputerVision/11-ObjectDetection/README.md) | [TensorFlow](./lessons/4-ComputerVision/11-ObjectDetection/ObjectDetection.ipynb) | [Лаборатория](./lessons/4-ComputerVision/11-ObjectDetection/lab/README.md) | +| 10 | [Генеративни състезателни мрежи и трансфер на артистичен стил](./lessons/4-ComputerVision/10-GANs/README.md) | [PyTorch](./lessons/4-ComputerVision/10-GANs/GANPyTorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/10-GANs/GANTF.ipynb) | | +| 11 | [Откриване на обекти](./lessons/4-ComputerVision/11-ObjectDetection/README.md) | [TensorFlow](./lessons/4-ComputerVision/11-ObjectDetection/ObjectDetection.ipynb) | [Лаборатория](./lessons/4-ComputerVision/11-ObjectDetection/lab/README.md) | | 12 | [Семантично сегментиране. U-Net](./lessons/4-ComputerVision/12-Segmentation/README.md) | [PyTorch](./lessons/4-ComputerVision/12-Segmentation/SemanticSegmentationPytorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/12-Segmentation/SemanticSegmentationTF.ipynb) | | -| V | [**Обработка на естествения език**](./lessons/5-NLP/README.md) | [PyTorch](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste) /[TensorFlow](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste) | [Разгледайте обработката на естествения език в Microsoft Azure](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum)| +| V | [**Обработка на естествен език**](./lessons/5-NLP/README.md) | [PyTorch](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste) /[TensorFlow](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste) | [Разгледайте обработката на естествен език в Microsoft Azure](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum)| | 13 | [Представяне на текст. Bag of Words/TF-IDF](./lessons/5-NLP/13-TextRep/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/TextRepresentationPyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/TextRepresentationTF.ipynb) | | -| 14 | [Семантични вгради на думи. Word2Vec и GloVe](./lessons/5-NLP/14-Embeddings/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/EmbeddingsPyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb) | | -| 15 | [Моделиране на езика. Обучение на собствени вградки](./lessons/5-NLP/15-LanguageModeling/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling/CBoW-PyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling/CBoW-TF.ipynb) | [Лаборатория](./lessons/5-NLP/15-LanguageModeling/lab/README.md) | +| 14 | [Семантични вграждания на думи. Word2Vec и GloVe](./lessons/5-NLP/14-Embeddings/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/EmbeddingsPyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb) | | +| 15 | [Моделиране на език. Обучение на собствени вграждания](./lessons/5-NLP/15-LanguageModeling/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling/CBoW-PyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling/CBoW-TF.ipynb) | [Лаборатория](./lessons/5-NLP/15-LanguageModeling/lab/README.md) | | 16 | [Рекурентни невронни мрежи](./lessons/5-NLP/16-RNN/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/RNNPyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/RNNTF.ipynb) | | | 17 | [Генеративни рекурентни мрежи](./lessons/5-NLP/17-GenerativeNetworks/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/GenerativePyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/GenerativeTF.ipynb) | [Лаборатория](./lessons/5-NLP/17-GenerativeNetworks/lab/README.md) | | 18 | [Трансформъри. BERT.](./lessons/5-NLP/18-Transformers/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/TransformersPyTorch.ipynb) /[TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/TransformersTF.ipynb) | | | 19 | [Разпознаване на именувани обекти](./lessons/5-NLP/19-NER/README.md) | [TensorFlow](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/19-NER/NER-TF.ipynb) | [Лаборатория](./lessons/5-NLP/19-NER/lab/README.md) | -| 20 | [Големи езикови модели, програмиране на заявки и задачи с малко примери](./lessons/5-NLP/20-LangModels/README.md) | [PyTorch](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/20-LangModels/GPT-PyTorch.ipynb) | | +| 20 | [Големи езикови модели, програмиране на подсказки и задачи със сравнително малко примери](./lessons/5-NLP/20-LangModels/README.md) | [PyTorch](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/20-LangModels/GPT-PyTorch.ipynb) | | | VI | **Други AI техники** || | | 21 | [Генетични алгоритми](./lessons/6-Other/21-GeneticAlgorithms/README.md) | [Тетрадка](./lessons/6-Other/21-GeneticAlgorithms/Genetic.ipynb) | | | 22 | [Дълбоко подсилващо обучение](./lessons/6-Other/22-DeepRL/README.md) | [PyTorch](./lessons/6-Other/22-DeepRL/CartPole-RL-PyTorch.ipynb) /[TensorFlow](./lessons/6-Other/22-DeepRL/CartPole-RL-TF.ipynb) | [Лаборатория](./lessons/6-Other/22-DeepRL/lab/README.md) | | 23 | [Мултиагентни системи](./lessons/6-Other/23-MultiagentSystems/README.md) | | | | VII | **Етика на изкуствения интелект** | | | -| 24 | [Етика на ИИ и отговорен изкуствен интелект](./lessons/7-Ethics/README.md) | [Microsoft Learn: Принципи за отговорен ИИ](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste) | | -| IX | **Допълнително** | | | +| 24 | [Етика на изкуствения интелект и отговорен AI](./lessons/7-Ethics/README.md) | [Microsoft Learn: Принципи на отговорния AI](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste) | | +| IX | **Допълнения** | | | | 25 | [Мултимодални мрежи, CLIP и VQGAN](./lessons/X-Extras/X1-MultiModal/README.md) | [Тетрадка](./lessons/X-Extras/X1-MultiModal/Clip.ipynb) | | -## Всяка лекция съдържа +## Всяка тема съдържа -* Предварителни материали за четене -* Изпълними Jupyter тетрадки, които често са специфични за рамката (**PyTorch** или **TensorFlow**). Изпълнимата тетрадка съдържа и много теоретичен материал, затова за да разберете темата, трябва да преминете през поне една версия на тетрадката (или PyTorch, или TensorFlow). -* **Лаборатории**, налични за някои теми, които ви дават възможност да опитате прилагането на научения материал върху конкретен проблем. -* Някои секции съдържат връзки към модули в [**MS Learn**](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum), покриващи свързани теми. +* Материал за предварително четене +* Изпълними Jupyter тетрадки, които често са специфични за фреймуърка (**PyTorch** или **TensorFlow**). Изпълнимата тетрадка съдържа и много теоретичен материал, затова за да разберете темата, трябва да преминете поне през една версия на тетрадката (или PyTorch, или TensorFlow). +* **Лаборатории**, налични за някои теми, които ви дават възможност да опитате да приложите научения материал върху конкретен проблем. +* Някои раздели съдържат връзки към модули на [**MS Learn**](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum), които покриват свързани теми. ## Започване -### 🎯 Новаци в ИИ? Започнете тук! +### 🎯 Нов в изкуствения интелект? Започни тук! -Ако сте напълно нови в ИИ и искате бързи, практически примери, разгледайте нашите [**Примери за начинаещи**](./examples/README.md)! Те включват: +Ако сте напълно нов в изкуствения интелект и искате бързи, практични примери, разгледайте нашите [**Примери за начинаещи**](./examples/README.md)! Те включват: -- 🌟 **Здравей, ИИ свят** - Вашата първа ИИ програма (разпознаване на шаблони) +- 🌟 **Здравей AI свят** - Вашата първа AI програма (разпознаване на образци) - 🧠 **Проста невронна мрежа** - Създаване на невронна мрежа от нулата -- 🖼️ **Класификатор на изображения** - Класифицирайте изображения с подробни коментари -- 💬 **Настроение на текста** - Анализирайте положителен/отрицателен текст + +- 🖼️ **Класификатор на изображения** - Класфицирайте изображения с подробни коментари +- 💬 **Настроение на текст** - Анализирайте позитивен/негативен текст Тези примери са предназначени да ви помогнат да разберете концепциите за изкуствен интелект преди да се потопите в пълната учебна програма. ### 📚 Настройка на пълната учебна програма -- Създадохме [урок за настройка](./lessons/0-course-setup/setup.md), за да ви помогнем с настройването на вашата среда за разработка. - За преподаватели също сме създали [урок за настройка на учебните програми](./lessons/0-course-setup/for-teachers.md)! +- Създадохме [урок за настройка](./lessons/0-course-setup/setup.md), който да ви помогне с настройването на вашата среда за разработка. - За преподаватели също сме създали [урок за настройка на учебна програма](./lessons/0-course-setup/for-teachers.md)! - Как да [стартирате кода във VSCode или Codespace](./lessons/0-course-setup/how-to-run.md) Следвайте тези стъпки: -Форкнете хранилището: Кликнете върху бутона "Fork" в горния десен ъгъл на тази страница. +Форкирайте хранилището: Кликнете върху бутона "Fork" в горния десен ъгъл на тази страница. Клонирайте хранилището: `git clone https://github.com/microsoft/AI-For-Beginners.git` @@ -142,56 +143,56 @@ ## Срещнете други учащи -Присъединете се към нашия [официален Discord сървър за AI](https://aka.ms/genai-discord?WT.mc_id=academic-105485-bethanycheum), за да се срещнете и да установите контакти с други учащи, които следват този курс и да получите подкрепа. +Присъединете се към нашия [официален AI Discord сървър](https://aka.ms/genai-discord?WT.mc_id=academic-105485-bethanycheum), за да се запознаете и да създадете контакти с други учащи, преминаващи този курс, и да получите подкрепа. -Ако имате обратна връзка за продукта или въпроси по време на разработка, посетете нашия [Azure AI Foundry Developer Forum](https://aka.ms/foundry/forum) +Ако имате обратна връзка за продукта или въпроси по време на разработката, посетете нашия [Azure AI Foundry Developer Forum](https://aka.ms/foundry/forum) -## Тестове +## Квизове -> **Бележка за тестовете**: Всички тестове се намират в папката Quiz-app в etc\quiz-app, или [Онлайн тук](https://ff-quizzes.netlify.app/). Те са свързани вътре в уроците. Приложението за тестове може да се стартира локално или да се разположи в Azure; следвайте инструкциите в папката `quiz-app`. Те постепенно се локализират. +> **Бележка за квизовете**: Всички квизове се съдържат в папката Quiz-app в etc\quiz-app, или [онлайн тук](https://ff-quizzes.netlify.app/) Те са свързани от уроците, квиз приложението може да се стартира локално или да се разположи в Azure; следвайте инструкциите в папката `quiz-app`. Постепенно се локализират. ## Търсим помощ -Имате ли предложения или сте намерили правописни или кодови грешки? Подайте запитване (issue) или създайте pull request. +Имате ли предложения или сте открили правописни или кодови грешки? Отворете проблем (issue) или създайте pull request. ## Специални благодарности -* **✍️ Основен автор:** [Дмитрий Сошников](http://soshnikov.com), доктор -* **🔥 Редактор:** [Джен Лупър](https://twitter.com/jenlooper), доктор -* **🎨 Иллюстратор на скици:** [Томоми Имура](https://twitter.com/girlie_mac) -* **✅ Създател на тестове:** [Латифа Белло](https://github.com/CinnamonXI), [MLSA](https://studentambassadors.microsoft.com/) -* **🙏 Основни сътрудници:** [Евгений Пищик](https://github.com/Pe4enIks) +* **✍️ Основен автор:** [Dmitry Soshnikov](http://soshnikov.com), доктор на науките +* **🔥 Редактор:** [Jen Looper](https://twitter.com/jenlooper), доктор на науките +* **🎨 Илюстратор на скици:** [Tomomi Imura](https://twitter.com/girlie_mac) +* **✅ Създател на квизове:** [Lateefah Bello](https://github.com/CinnamonXI), [MLSA](https://studentambassadors.microsoft.com/) +* **🙏 Основни сътрудници:** [Evgenii Pishchik](https://github.com/Pe4enIks) ## Други учебни програми -Нашият екип създава и други учебни програми! Вижте: +Нашият екип създава и други учебни програми! Разгледайте: ### LangChain [![LangChain4j за начинаещи](https://img.shields.io/badge/LangChain4j%20for%20Beginners-22C55E?style=for-the-badge&&labelColor=E5E7EB&color=0553D6)](https://aka.ms/langchain4j-for-beginners) [![LangChain.js за начинаещи](https://img.shields.io/badge/LangChain.js%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=0553D6)](https://aka.ms/langchainjs-for-beginners?WT.mc_id=m365-94501-dwahlin) - +[![LangChain за начинаещи](https://img.shields.io/badge/LangChain%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=0553D6)](https://github.com/microsoft/langchain-for-beginners?WT.mc_id=m365-94501-dwahlin) --- ### Azure / Edge / MCP / Агенти [![AZD за начинаещи](https://img.shields.io/badge/AZD%20for%20Beginners-0078D4?style=for-the-badge&labelColor=E5E7EB&color=0078D4)](https://github.com/microsoft/AZD-for-beginners?WT.mc_id=academic-105485-koreyst) [![Edge AI за начинаещи](https://img.shields.io/badge/Edge%20AI%20for%20Beginners-00B8E4?style=for-the-badge&labelColor=E5E7EB&color=00B8E4)](https://github.com/microsoft/edgeai-for-beginners?WT.mc_id=academic-105485-koreyst) [![MCP за начинаещи](https://img.shields.io/badge/MCP%20for%20Beginners-009688?style=for-the-badge&labelColor=E5E7EB&color=009688)](https://github.com/microsoft/mcp-for-beginners?WT.mc_id=academic-105485-koreyst) -[![AI агенти за начинаещи](https://img.shields.io/badge/AI%20Agents%20for%20Beginners-00C49A?style=for-the-badge&labelColor=E5E7EB&color=00C49A)](https://github.com/microsoft/ai-agents-for-beginners?WT.mc_id=academic-105485-koreyst) +[![AI Агенти за начинаещи](https://img.shields.io/badge/AI%20Agents%20for%20Beginners-00C49A?style=for-the-badge&labelColor=E5E7EB&color=00C49A)](https://github.com/microsoft/ai-agents-for-beginners?WT.mc_id=academic-105485-koreyst) --- - -### Генеративен AI Сериите -[![Генеративен AI за начинаещи](https://img.shields.io/badge/Generative%20AI%20for%20Beginners-8B5CF6?style=for-the-badge&labelColor=E5E7EB&color=8B5CF6)](https://github.com/microsoft/generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) -[![Генеративен AI (.NET)](https://img.shields.io/badge/Generative%20AI%20(.NET)-9333EA?style=for-the-badge&labelColor=E5E7EB&color=9333EA)](https://github.com/microsoft/Generative-AI-for-beginners-dotnet?WT.mc_id=academic-105485-koreyst) -[![Генеративен AI (Java)](https://img.shields.io/badge/Generative%20AI%20(Java)-C084FC?style=for-the-badge&labelColor=E5E7EB&color=C084FC)](https://github.com/microsoft/generative-ai-for-beginners-java?WT.mc_id=academic-105485-koreyst) -[![Генеративен AI (JavaScript)](https://img.shields.io/badge/Generative%20AI%20(JavaScript)-E879F9?style=for-the-badge&labelColor=E5E7EB&color=E879F9)](https://github.com/microsoft/generative-ai-with-javascript?WT.mc_id=academic-105485-koreyst) + +### Серия Generative AI +[![Generative AI за начинаещи](https://img.shields.io/badge/Generative%20AI%20for%20Beginners-8B5CF6?style=for-the-badge&labelColor=E5E7EB&color=8B5CF6)](https://github.com/microsoft/generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) +[![Generative AI (.NET)](https://img.shields.io/badge/Generative%20AI%20(.NET)-9333EA?style=for-the-badge&labelColor=E5E7EB&color=9333EA)](https://github.com/microsoft/Generative-AI-for-beginners-dotnet?WT.mc_id=academic-105485-koreyst) +[![Generative AI (Java)](https://img.shields.io/badge/Generative%20AI%20(Java)-C084FC?style=for-the-badge&labelColor=E5E7EB&color=C084FC)](https://github.com/microsoft/generative-ai-for-beginners-java?WT.mc_id=academic-105485-koreyst) +[![Generative AI (JavaScript)](https://img.shields.io/badge/Generative%20AI%20(JavaScript)-E879F9?style=for-the-badge&labelColor=E5E7EB&color=E879F9)](https://github.com/microsoft/generative-ai-with-javascript?WT.mc_id=academic-105485-koreyst) --- - + ### Основно обучение [![ML за начинаещи](https://img.shields.io/badge/ML%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=22C55E)](https://aka.ms/ml-beginners?WT.mc_id=academic-105485-koreyst) -[![Наука за данни за начинаещи](https://img.shields.io/badge/Data%20Science%20for%20Beginners-84CC16?style=for-the-badge&labelColor=E5E7EB&color=84CC16)](https://aka.ms/datascience-beginners?WT.mc_id=academic-105485-koreyst) +[![Data Science за начинаещи](https://img.shields.io/badge/Data%20Science%20for%20Beginners-84CC16?style=for-the-badge&labelColor=E5E7EB&color=84CC16)](https://aka.ms/datascience-beginners?WT.mc_id=academic-105485-koreyst) [![AI за начинаещи](https://img.shields.io/badge/AI%20for%20Beginners-A3E635?style=for-the-badge&labelColor=E5E7EB&color=A3E635)](https://aka.ms/ai-beginners?WT.mc_id=academic-105485-koreyst) [![Киберсигурност за начинаещи](https://img.shields.io/badge/Cybersecurity%20for%20Beginners-F97316?style=for-the-badge&labelColor=E5E7EB&color=F97316)](https://github.com/microsoft/Security-101?WT.mc_id=academic-96948-sayoung) [![Уеб разработка за начинаещи](https://img.shields.io/badge/Web%20Dev%20for%20Beginners-EC4899?style=for-the-badge&labelColor=E5E7EB&color=EC4899)](https://aka.ms/webdev-beginners?WT.mc_id=academic-105485-koreyst) @@ -199,20 +200,20 @@ [![XR разработка за начинаещи](https://img.shields.io/badge/XR%20Development%20for%20Beginners-38BDF8?style=for-the-badge&labelColor=E5E7EB&color=38BDF8)](https://github.com/microsoft/xr-development-for-beginners?WT.mc_id=academic-105485-koreyst) --- - + ### Серия Copilot -[![Copilot за AI програмиране в екип](https://img.shields.io/badge/Copilot%20for%20AI%20Paired%20Programming-FACC15?style=for-the-badge&labelColor=E5E7EB&color=FACC15)](https://aka.ms/GitHubCopilotAI?WT.mc_id=academic-105485-koreyst) +[![Copilot за двойно програмиране с AI](https://img.shields.io/badge/Copilot%20for%20AI%20Paired%20Programming-FACC15?style=for-the-badge&labelColor=E5E7EB&color=FACC15)](https://aka.ms/GitHubCopilotAI?WT.mc_id=academic-105485-koreyst) [![Copilot за C#/.NET](https://img.shields.io/badge/Copilot%20for%20C%23/.NET-FBBF24?style=for-the-badge&labelColor=E5E7EB&color=FBBF24)](https://github.com/microsoft/mastering-github-copilot-for-dotnet-csharp-developers?WT.mc_id=academic-105485-koreyst) [![Copilot Adventure](https://img.shields.io/badge/Copilot%20Adventure-FDE68A?style=for-the-badge&labelColor=E5E7EB&color=FDE68A)](https://github.com/microsoft/CopilotAdventures?WT.mc_id=academic-105485-koreyst) ## Получаване на помощ -Ако зациклите или имате въпроси относно създаването на AI приложения. Присъединете се към други учащи и опитни разработчици в дискусии за MCP. Това е подкрепяща общност, където въпросите са добре дошли и знанията се споделят свободно. +Ако се затрудните или имате въпроси относно изграждането на AI приложения. Присъединете се към други учащи и опитни разработчици в дискусии за MCP. Това е подкрепяща общност, където въпросите са добре дошли и знанието се споделя свободно. [![Microsoft Foundry Discord](https://dcbadge.limes.pink/api/server/nTYy5BXMWG)](https://discord.gg/nTYy5BXMWG) -Ако имате обратна връзка за продукта или грешки при разработката, посетете: +Ако имате обратна връзка за продукта или грешки по време на разработката, посетете: [![Microsoft Foundry Developer Forum](https://img.shields.io/badge/GitHub-Microsoft_Foundry_Developer_Forum-blue?style=for-the-badge&logo=github&color=000000&logoColor=fff)](https://aka.ms/foundry/forum) @@ -220,5 +221,5 @@ **Отказ от отговорност**: -Този документ е преведен с помощта на AI преводаческа услуга [Co-op Translator](https://github.com/Azure/co-op-translator). Въпреки че се стремим към точност, моля, имайте предвид, че автоматизираните преводи могат да съдържат грешки или неточности. Оригиналният документ на неговия език трябва да се смята за авторитетен източник. За критична информация се препоръчва професионален човешки превод. Ние не носим отговорност за каквито и да е недоразумения или неправилни тълкувания, произтичащи от използването на този превод. +Този документ е преведен с помощта на AI преводаческа услуга [Co-op Translator](https://github.com/Azure/co-op-translator). Въпреки че се стремим към точност, моля, имайте предвид, че автоматизираните преводи могат да съдържат грешки или неточности. Оригиналният документ на оригиналния му език трябва да се счита за авторитетен източник. За критична информация се препоръчва професионален човешки превод. Ние не носим отговорност за всякакви недоразумения или погрешни тълкувания, възникнали от използването на този превод. \ No newline at end of file diff --git a/translations/ro/.co-op-translator.json b/translations/ro/.co-op-translator.json index dbb992b3..5e579532 100644 --- a/translations/ro/.co-op-translator.json +++ b/translations/ro/.co-op-translator.json @@ -6,8 +6,8 @@ "language_code": "ro" }, "README.md": { - "original_hash": "1984fc89dd304a8a33ab5584691a99aa", - "translation_date": "2026-01-30T02:32:58+00:00", + "original_hash": "75fe3383afc51eaa84b82ace619ffea7", + "translation_date": "2026-02-06T09:04:30+00:00", "source_file": "README.md", "language_code": "ro" }, diff --git a/translations/ro/README.md b/translations/ro/README.md index e8c3b133..4fc0c559 100644 --- a/translations/ro/README.md +++ b/translations/ro/README.md @@ -16,30 +16,29 @@ |![Sketchnote by @girlie_mac https://twitter.com/girlie_mac](../../translated_images/ro/ai-overview.0857791951d19500.webp)| |:---:| -| AI Pentru Începători - _Sketchnote de la [@girlie_mac](https://twitter.com/girlie_mac)_ | - -Explorează lumea **Inteligenței Artificiale** (IA) cu curriculumul nostru de 12 săptămâni, 24 de lecții! Include lecții practice, chestionare și laboratoare. Curriculumul este prietenos pentru începători și acoperă unelte precum TensorFlow și PyTorch, precum și etica în IA +| Inteligență Artificială pentru Începători - _Sketchnote de [@girlie_mac](https://twitter.com/girlie_mac)_ | +Explorează lumea **Inteligenței Artificiale** (IA) cu curriculumul nostru de 12 săptămâni și 24 lecții! Include lecții practice, chestionare și laboratoare. Curriculumul este prietenos pentru începători și acoperă instrumente precum TensorFlow și PyTorch, precum și etica în AI. ### 🌐 Suport Multilingv -#### Acceptat prin GitHub Action (Automat și Întotdeauna Actualizat) +#### Suportat prin GitHub Action (Automatizat și Întotdeauna Actualizat) [Arabic](../ar/README.md) | [Bengali](../bn/README.md) | [Bulgarian](../bg/README.md) | [Burmese (Myanmar)](../my/README.md) | [Chinese (Simplified)](../zh-CN/README.md) | [Chinese (Traditional, Hong Kong)](../zh-HK/README.md) | [Chinese (Traditional, Macau)](../zh-MO/README.md) | [Chinese (Traditional, Taiwan)](../zh-TW/README.md) | [Croatian](../hr/README.md) | [Czech](../cs/README.md) | [Danish](../da/README.md) | [Dutch](../nl/README.md) | [Estonian](../et/README.md) | [Finnish](../fi/README.md) | [French](../fr/README.md) | [German](../de/README.md) | [Greek](../el/README.md) | [Hebrew](../he/README.md) | [Hindi](../hi/README.md) | [Hungarian](../hu/README.md) | [Indonesian](../id/README.md) | [Italian](../it/README.md) | [Japanese](../ja/README.md) | [Kannada](../kn/README.md) | [Korean](../ko/README.md) | [Lithuanian](../lt/README.md) | [Malay](../ms/README.md) | [Malayalam](../ml/README.md) | [Marathi](../mr/README.md) | [Nepali](../ne/README.md) | [Nigerian Pidgin](../pcm/README.md) | [Norwegian](../no/README.md) | [Persian (Farsi)](../fa/README.md) | [Polish](../pl/README.md) | [Portuguese (Brazil)](../pt-BR/README.md) | [Portuguese (Portugal)](../pt-PT/README.md) | [Punjabi (Gurmukhi)](../pa/README.md) | [Romanian](./README.md) | [Russian](../ru/README.md) | [Serbian (Cyrillic)](../sr/README.md) | [Slovak](../sk/README.md) | [Slovenian](../sl/README.md) | [Spanish](../es/README.md) | [Swahili](../sw/README.md) | [Swedish](../sv/README.md) | [Tagalog (Filipino)](../tl/README.md) | [Tamil](../ta/README.md) | [Telugu](../te/README.md) | [Thai](../th/README.md) | [Turkish](../tr/README.md) | [Ukrainian](../uk/README.md) | [Urdu](../ur/README.md) | [Vietnamese](../vi/README.md) -> **Preferi să clonezi local?** +> **Preferi să Clonezi Local?** -> Acest depozit include peste 50 de traduceri care cresc semnificativ dimensiunea descărcării. Pentru a clona fără traduceri, folosește sparse checkout: +> Acest depozit include peste 50 de traduceri în limbi diferite, ceea ce crește semnificativ dimensiunea descărcării. Pentru a clona fără traduceri, folosește sparse checkout: > ```bash > git clone --filter=blob:none --sparse https://github.com/microsoft/AI-For-Beginners.git > cd AI-For-Beginners > git sparse-checkout set --no-cone '/*' '!translations' '!translated_images' > ``` -> Aceasta îți oferă tot ce ai nevoie pentru a finaliza cursul cu o descărcare mult mai rapidă. +> Acest lucru îți oferă tot ce ai nevoie pentru a finaliza cursul cu o descărcare mult mai rapidă. -**Dacă dorești să fie adăugate alte limbi pentru traduceri, acestea sunt listate [aici](https://github.com/Azure/co-op-translator/blob/main/getting_started/supported-languages.md)** +**Dacă dorești să fie suportate limbi suplimentare de traducere, acestea sunt listate [aici](https://github.com/Azure/co-op-translator/blob/main/getting_started/supported-languages.md)** ## Alătură-te Comunității [![Microsoft Foundry Discord](https://dcbadge.limes.pink/api/server/nTYy5BXMWG)](https://discord.gg/nTYy5BXMWG) @@ -48,177 +47,178 @@ Explorează lumea **Inteligenței Artificiale** (IA) cu curriculumul nostru de 1 **[Harta mentală a cursului](http://soshnikov.com/courses/ai-for-beginners/mindmap.html)** -În acest curriculum vei învăța: +În acest curriculum, vei învăța: -* Diferite abordări ale Inteligenței Artificiale, inclusiv abordarea simbolică „veche”, cu **Reprezentare a Cunoștințelor** și raționament ([GOFAI](https://en.wikipedia.org/wiki/Symbolic_artificial_intelligence)). -* **Rețele Neuronale** și **Învățare Profundă**, care sunt în centrul IA moderne. Vom ilustra conceptele din spatele acestor subiecte importante folosind cod în două dintre cele mai populare cadre - [TensorFlow](http://Tensorflow.org) și [PyTorch](http://pytorch.org). -* **Arhitecturi Neuronale** pentru lucrul cu imagini și text. Vom aborda modele recente, dar poate fi oarecum lipsit de cele mai noi tehnologii. -* Abordări mai puțin populare ale IA, cum ar fi **Algoritmi Genetici** și **Sisteme Multi-Agent**. +* Diferite abordări ale Inteligenței Artificiale, inclusiv abordarea "veche" simbolică cu **Reprezentarea Cunoștințelor** și raționamentul ([GOFAI](https://en.wikipedia.org/wiki/Symbolic_artificial_intelligence)). +* **Rețele Neuronale** și **Învățare Profundă**, care sunt în centrul AI moderne. Vom ilustra conceptele din spatele acestor subiecte importante folosind cod în două dintre cele mai populare cadre - [TensorFlow](http://Tensorflow.org) și [PyTorch](http://pytorch.org). +* **Arhitecturi Neuronale** pentru lucrul cu imagini și text. Vom acoperi modele recente, dar s-ar putea să fie puțin deficitare în privința ultimelor noutăți. +* Abordări AI mai puțin populare, cum ar fi **Algoritmi Genetici** și **Sisteme Multi-Agent**. Ce nu vom acoperi în acest curriculum: > [Găsește toate resursele suplimentare pentru acest curs în colecția noastră Microsoft Learn](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) -* Studii de caz de utilizare a **IA în Afaceri**. Ia în considerare urmarea traseului de învățare [Introducere în IA pentru utilizatorii de afaceri](https://docs.microsoft.com/learn/paths/introduction-ai-for-business-users/?WT.mc_id=academic-77998-bethanycheum) pe Microsoft Learn, sau [Școala de Afaceri AI](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-bethanycheum), dezvoltată în colaborare cu [INSEAD](https://www.insead.edu/). -* **Învățare Automată Clasică**, care este bine descrisă în curriculumul nostru [Machine Learning pentru Începători](http://github.com/Microsoft/ML-for-Beginners). -* Aplicații practice AI construite folosind **[Servicii Cognitive](https://azure.microsoft.com/services/cognitive-services/?WT.mc_id=academic-77998-bethanycheum)**. Pentru acestea, recomandăm să începi cu modulele Microsoft Learn pentru [viziune](https://docs.microsoft.com/learn/paths/create-computer-vision-solutions-azure-cognitive-services/?WT.mc_id=academic-77998-bethanycheum), [procesarea limbajului natural](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-bethanycheum), **[Generative AI cu Azure OpenAI Service](https://learn.microsoft.com/en-us/training/paths/develop-ai-solutions-azure-openai/?WT.mc_id=academic-77998-bethanycheum)** și altele. -* Anumite **Cadre Cloud pentru ML**, precum [Azure Machine Learning](https://azure.microsoft.com/services/machine-learning/?WT.mc_id=academic-77998-bethanycheum), [Microsoft Fabric](https://learn.microsoft.com/en-us/training/paths/get-started-fabric/?WT.mc_id=academic-77998-bethanycheum), sau [Azure Databricks](https://docs.microsoft.com/learn/paths/data-engineer-azure-databricks?WT.mc_id=academic-77998-bethanycheum). Ia în considerare folosirea traseelor de învățare [Construiește și operează soluții de învățare automată cu Azure Machine Learning](https://docs.microsoft.com/learn/paths/build-ai-solutions-with-azure-ml-service/?WT.mc_id=academic-77998-bethanycheum) și [Construiește și operează soluții de învățare automată cu Azure Databricks](https://docs.microsoft.com/learn/paths/build-operate-machine-learning-solutions-azure-databricks/?WT.mc_id=academic-77998-bethanycheum). -* **Inteligență Artificială Conversațională** și **Chat Bots**. Există un traseu separat de învățare [Crearea soluțiilor AI conversaționale](https://docs.microsoft.com/learn/paths/create-conversational-ai-solutions/?WT.mc_id=academic-77998-bethanycheum), și poți consulta [acest articol de blog](https://soshnikov.com/azure/hello-bot-conversational-ai-on-microsoft-platform/) pentru mai multe detalii. -* **Matematică Avansată** din spatele învățării profunde. În acest scop recomandăm [Deep Learning](https://www.amazon.com/Deep-Learning-Adaptive-Computation-Machine/dp/0262035618) de Ian Goodfellow, Yoshua Bengio și Aaron Courville, disponibil și online la [https://www.deeplearningbook.org/](https://www.deeplearningbook.org/). +* Studii de caz pentru utilizarea **AI în Afaceri**. Ia în considerare parcurgerea traseului de învățare [Introducere în AI pentru utilizatorii de afaceri](https://docs.microsoft.com/learn/paths/introduction-ai-for-business-users/?WT.mc_id=academic-77998-bethanycheum) pe Microsoft Learn, sau [AI Business School](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-bethanycheum), dezvoltată în colaborare cu [INSEAD](https://www.insead.edu/). +* **Învățarea Automată Clasică**, care este bine descrisă în [Curriculumul Învățării Automate pentru Începători](http://github.com/Microsoft/ML-for-Beginners). +* Aplicații practice AI construite folosind **[Servicii Cognitive](https://azure.microsoft.com/services/cognitive-services/?WT.mc_id=academic-77998-bethanycheum)**. Pentru acestea recomandăm să începi cu modulele Microsoft Learn pentru [viziune](https://docs.microsoft.com/learn/paths/create-computer-vision-solutions-azure-cognitive-services/?WT.mc_id=academic-77998-bethanycheum), [procesarea limbajului natural](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-bethanycheum), **[AI Generativ cu Azure OpenAI Service](https://learn.microsoft.com/en-us/training/paths/develop-ai-solutions-azure-openai/?WT.mc_id=academic-77998-bethanycheum)** și altele. +* **Cadre de tip Cloud specifice ML**, cum ar fi [Azure Machine Learning](https://azure.microsoft.com/services/machine-learning/?WT.mc_id=academic-77998-bethanycheum), [Microsoft Fabric](https://learn.microsoft.com/en-us/training/paths/get-started-fabric/?WT.mc_id=academic-77998-bethanycheum), sau [Azure Databricks](https://docs.microsoft.com/learn/paths/data-engineer-azure-databricks?WT.mc_id=academic-77998-bethanycheum). Ia în considerare folosirea traseelor de învățare [Construiește și operează soluții de învățare automatizată cu Azure Machine Learning](https://docs.microsoft.com/learn/paths/build-ai-solutions-with-azure-ml-service/?WT.mc_id=academic-77998-bethanycheum) și [Construiește și operează soluții de învățare automată cu Azure Databricks](https://docs.microsoft.com/learn/paths/build-operate-machine-learning-solutions-azure-databricks/?WT.mc_id=academic-77998-bethanycheum). +* **AI Conversațională** și **Chat Bots**. Există un traseu de învățare separat [Creează soluții de AI conversațional](https://docs.microsoft.com/learn/paths/create-conversational-ai-solutions/?WT.mc_id=academic-77998-bethanycheum), și poți de asemenea să consulți [această postare de blog](https://soshnikov.com/azure/hello-bot-conversational-ai-on-microsoft-platform/) pentru mai multe detalii. +* **Matematica profundă** din spatele învățării profunde. Pentru aceasta recomandăm cartea [Deep Learning](https://www.amazon.com/Deep-Learning-Adaptive-Computation-Machine/dp/0262035618) de Ian Goodfellow, Yoshua Bengio și Aaron Courville, care este disponibilă și online la [https://www.deeplearningbook.org/](https://www.deeplearningbook.org/). -Pentru o introducere ușoară în subiectele _IA în Cloud_, poți considera urmarea traseului de învățare [Începe cu Inteligența Artificială pe Azure](https://docs.microsoft.com/learn/paths/get-started-with-artificial-intelligence-on-azure/?WT.mc_id=academic-77998-bethanycheum). +Pentru o introducere blândă în subiectele _AI în Cloud_ poți lua în considerare parcurgerea traseului de învățare [Începe cu inteligența artificială pe Azure](https://docs.microsoft.com/learn/paths/get-started-with-artificial-intelligence-on-azure/?WT.mc_id=academic-77998-bethanycheum). # Conținut -| | Legătura Lecției | PyTorch/Keras/TensorFlow | Laborator | +| | Link Lecție | PyTorch/Keras/TensorFlow | Laborator | | :-: | :------------------------------------------------------------------------------------------------------------------------------------------: | :---------------------------------------------------------------------------------------------: | ------------------------------------------------------------------------------ | -| 0 | [Configurare Curs](./lessons/0-course-setup/setup.md) | [Setează Mediul de Dezvoltare](./lessons/0-course-setup/how-to-run.md) | | -| I | [**Introducere în IA**](./lessons/1-Intro/README.md) | | | -| 01 | [Introducere și Istoria IA](./lessons/1-Intro/README.md) | - | - | -| II | **IA Simbolică** | -| 02 | [Reprezentarea Cunoașterii și Sisteme Expert](./lessons/2-Symbolic/README.md) | [Sisteme Expert](./lessons/2-Symbolic/Animals.ipynb) / [Ontologie](./lessons/2-Symbolic/FamilyOntology.ipynb) /[Grafic de Concepte](./lessons/2-Symbolic/MSConceptGraph.ipynb) | | -| III | [**Introducere în Rețelele Neuronale**](./lessons/3-NeuralNetworks/README.md) ||| -| 03 | [Perceptron](./lessons/3-NeuralNetworks/03-Perceptron/README.md) | [Notebook](./lessons/3-NeuralNetworks/03-Perceptron/Perceptron.ipynb) | [Laborator](./lessons/3-NeuralNetworks/03-Perceptron/lab/README.md) | -| 04 | [Perceptron cu mai multe straturi și Crearea propriului nostru Cadru](./lessons/3-NeuralNetworks/04-OwnFramework/README.md) | [Notebook](./lessons/3-NeuralNetworks/04-OwnFramework/OwnFramework.ipynb) | [Laborator](./lessons/3-NeuralNetworks/04-OwnFramework/lab/README.md) | -| 05 | [Introducere în Cadre (PyTorch/TensorFlow) și Supraînvățare](./lessons/3-NeuralNetworks/05-Frameworks/README.md) | [PyTorch](./lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb) / [Keras](./lessons/3-NeuralNetworks/05-Frameworks/IntroKeras.ipynb) / [TensorFlow](./lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb) | [Laborator](./lessons/3-NeuralNetworks/05-Frameworks/lab/README.md) | -| IV | [**Viziune pe Calculator**](./lessons/4-ComputerVision/README.md) | [PyTorch](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste) / [TensorFlow](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)| [Explorează Viziunea pe Calculator pe Microsoft Azure](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) | -| 06 | [Introducere în Viziunea pe Calculator. OpenCV](./lessons/4-ComputerVision/06-IntroCV/README.md) | [Notebook](./lessons/4-ComputerVision/06-IntroCV/OpenCV.ipynb) | [Laborator](./lessons/4-ComputerVision/06-IntroCV/lab/README.md) | -| 07 | [Rețele Neuronale Convoluționale](./lessons/4-ComputerVision/07-ConvNets/README.md) & [Arhitecturi CNN](./lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md) | [PyTorch](./lessons/4-ComputerVision/07-ConvNets/ConvNetsPyTorch.ipynb) /[TensorFlow](./lessons/4-ComputerVision/07-ConvNets/ConvNetsTF.ipynb) | [Laborator](./lessons/4-ComputerVision/07-ConvNets/lab/README.md) | -| 08 | [Rețele Pre-antrenate și Învățare Transferată](./lessons/4-ComputerVision/08-TransferLearning/README.md) și [Trucuri de Antrenament](./lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md) | [PyTorch](./lessons/4-ComputerVision/08-TransferLearning/TransferLearningPyTorch.ipynb) / [TensorFlow](./lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb) | [Laborator](./lessons/4-ComputerVision/08-TransferLearning/lab/README.md) | +| 0 | [Setarea Cursului](./lessons/0-course-setup/setup.md) | [Setează-ți Mediul de Dezvoltare](./lessons/0-course-setup/how-to-run.md) | | +| I | [**Introducere în AI**](./lessons/1-Intro/README.md) | | | +| 01 | [Introducere și Istoricul AI](./lessons/1-Intro/README.md) | - | - | +| II | **AI Simbolic** | +| 02 | [Reprezentarea Cunoștințelor și Sisteme Expert](./lessons/2-Symbolic/README.md) | [Sisteme Expert](./lessons/2-Symbolic/Animals.ipynb) / [Ontologie](./lessons/2-Symbolic/FamilyOntology.ipynb) /[Grafic de Concepte](./lessons/2-Symbolic/MSConceptGraph.ipynb) | | +| III | [**Introducere în Rețele Neuronale**](./lessons/3-NeuralNetworks/README.md) ||| +| 03 | [Perceptron](./lessons/3-NeuralNetworks/03-Perceptron/README.md) | [Notebook](./lessons/3-NeuralNetworks/03-Perceptron/Perceptron.ipynb) | [Lab](./lessons/3-NeuralNetworks/03-Perceptron/lab/README.md) | +| 04 | [Perceptron Multistrat și Crearea propriului nostru Cadru](./lessons/3-NeuralNetworks/04-OwnFramework/README.md) | [Notebook](./lessons/3-NeuralNetworks/04-OwnFramework/OwnFramework.ipynb) | [Lab](./lessons/3-NeuralNetworks/04-OwnFramework/lab/README.md) | +| 05 | [Introducere în Cadre (PyTorch/TensorFlow) și Supraînvățare](./lessons/3-NeuralNetworks/05-Frameworks/README.md) | [PyTorch](./lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb) / [Keras](./lessons/3-NeuralNetworks/05-Frameworks/IntroKeras.ipynb) / [TensorFlow](./lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb) | [Lab](./lessons/3-NeuralNetworks/05-Frameworks/lab/README.md) | +| IV | [**Viziune Computerizată**](./lessons/4-ComputerVision/README.md) | [PyTorch](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste) / [TensorFlow](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)| [Explorează Viziunea Computerizată pe Microsoft Azure](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) | +| 06 | [Introducere în Viziunea Computerizată. OpenCV](./lessons/4-ComputerVision/06-IntroCV/README.md) | [Notebook](./lessons/4-ComputerVision/06-IntroCV/OpenCV.ipynb) | [Lab](./lessons/4-ComputerVision/06-IntroCV/lab/README.md) | +| 07 | [Rețele Neuronale Convoluționale](./lessons/4-ComputerVision/07-ConvNets/README.md) & [Arhitecturi CNN](./lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md) | [PyTorch](./lessons/4-ComputerVision/07-ConvNets/ConvNetsPyTorch.ipynb) /[TensorFlow](./lessons/4-ComputerVision/07-ConvNets/ConvNetsTF.ipynb) | [Lab](./lessons/4-ComputerVision/07-ConvNets/lab/README.md) | +| 08 | [Rețele Pre-antrenate și Învățare Transfer](./lessons/4-ComputerVision/08-TransferLearning/README.md) and [Trucuri de Antrenament](./lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md) | [PyTorch](./lessons/4-ComputerVision/08-TransferLearning/TransferLearningPyTorch.ipynb) / [TensorFlow](./lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb) | [Lab](./lessons/4-ComputerVision/08-TransferLearning/lab/README.md) | | 09 | [Autoencodere și VAE-uri](./lessons/4-ComputerVision/09-Autoencoders/README.md) | [PyTorch](./lessons/4-ComputerVision/09-Autoencoders/AutoEncodersPyTorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/09-Autoencoders/AutoencodersTF.ipynb) | | -| 10 | [Rețele Generative Adversariale & Transfer Stil Artistic](./lessons/4-ComputerVision/10-GANs/README.md) | [PyTorch](./lessons/4-ComputerVision/10-GANs/GANPyTorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/10-GANs/GANTF.ipynb) | | -| 11 | [Detecție de Obiecte](./lessons/4-ComputerVision/11-ObjectDetection/README.md) | [TensorFlow](./lessons/4-ComputerVision/11-ObjectDetection/ObjectDetection.ipynb) | [Laborator](./lessons/4-ComputerVision/11-ObjectDetection/lab/README.md) | +| 10 | [Rețele Generative Adversariale & Transfer de Stil Artistic](./lessons/4-ComputerVision/10-GANs/README.md) | [PyTorch](./lessons/4-ComputerVision/10-GANs/GANPyTorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/10-GANs/GANTF.ipynb) | | +| 11 | [Detectarea Obiectelor](./lessons/4-ComputerVision/11-ObjectDetection/README.md) | [TensorFlow](./lessons/4-ComputerVision/11-ObjectDetection/ObjectDetection.ipynb) | [Lab](./lessons/4-ComputerVision/11-ObjectDetection/lab/README.md) | | 12 | [Segmentare Semantică. U-Net](./lessons/4-ComputerVision/12-Segmentation/README.md) | [PyTorch](./lessons/4-ComputerVision/12-Segmentation/SemanticSegmentationPytorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/12-Segmentation/SemanticSegmentationTF.ipynb) | | -| V | [**Procesarea Limbajului Natural**](./lessons/5-NLP/README.md) | [PyTorch](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste) /[TensorFlow](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste) | [Explorează Procesarea Limbajului Natural pe Microsoft Azure](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum)| +| V | [**Prelucrarea Limbajului Natural**](./lessons/5-NLP/README.md) | [PyTorch](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste) /[TensorFlow](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste) | [Explorează Prelucrarea Limbajului Natural pe Microsoft Azure](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum)| | 13 | [Reprezentarea Textului. Bow/TF-IDF](./lessons/5-NLP/13-TextRep/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/TextRepresentationPyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/TextRepresentationTF.ipynb) | | | 14 | [Încapsulări semantice ale cuvintelor. Word2Vec și GloVe](./lessons/5-NLP/14-Embeddings/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/EmbeddingsPyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb) | | -| 15 | [Modelare a Limbajului. Antrenarea propriilor încapsulări](./lessons/5-NLP/15-LanguageModeling/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling/CBoW-PyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling/CBoW-TF.ipynb) | [Laborator](./lessons/5-NLP/15-LanguageModeling/lab/README.md) | +| 15 | [Modelarea Limbajului. Antrenarea propriilor încorporări](./lessons/5-NLP/15-LanguageModeling/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling/CBoW-PyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling/CBoW-TF.ipynb) | [Lab](./lessons/5-NLP/15-LanguageModeling/lab/README.md) | | 16 | [Rețele Neuronale Recurente](./lessons/5-NLP/16-RNN/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/RNNPyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/RNNTF.ipynb) | | -| 17 | [Rețele Recurente Generative](./lessons/5-NLP/17-GenerativeNetworks/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/GenerativePyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/GenerativeTF.ipynb) | [Laborator](./lessons/5-NLP/17-GenerativeNetworks/lab/README.md) | +| 17 | [Rețele Recurente Generative](./lessons/5-NLP/17-GenerativeNetworks/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/GenerativePyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/GenerativeTF.ipynb) | [Lab](./lessons/5-NLP/17-GenerativeNetworks/lab/README.md) | | 18 | [Transformere. BERT.](./lessons/5-NLP/18-Transformers/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/TransformersPyTorch.ipynb) /[TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/TransformersTF.ipynb) | | -| 19 | [Recunoașterea Entităților Nume](./lessons/5-NLP/19-NER/README.md) | [TensorFlow](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/19-NER/NER-TF.ipynb) | [Laborator](./lessons/5-NLP/19-NER/lab/README.md) | -| 20 | [Modele Mari de Limbaj, Programare Prompt și Sarcini Few-Shot](./lessons/5-NLP/20-LangModels/README.md) | [PyTorch](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/20-LangModels/GPT-PyTorch.ipynb) | | +| 19 | [Recunoașterea Entităților Nume](./lessons/5-NLP/19-NER/README.md) | [TensorFlow](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/19-NER/NER-TF.ipynb) | [Lab](./lessons/5-NLP/19-NER/lab/README.md) | +| 20 | [Modele Mari de Limbaj, Programarea Prompturilor și Sarcini Few-Shot](./lessons/5-NLP/20-LangModels/README.md) | [PyTorch](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/20-LangModels/GPT-PyTorch.ipynb) | | | VI | **Alte Tehnici AI** || | | 21 | [Algoritmi Genetici](./lessons/6-Other/21-GeneticAlgorithms/README.md) | [Notebook](./lessons/6-Other/21-GeneticAlgorithms/Genetic.ipynb) | | -| 22 | [Învățare Profundă prin Consolidare](./lessons/6-Other/22-DeepRL/README.md) | [PyTorch](./lessons/6-Other/22-DeepRL/CartPole-RL-PyTorch.ipynb) /[TensorFlow](./lessons/6-Other/22-DeepRL/CartPole-RL-TF.ipynb) | [Laborator](./lessons/6-Other/22-DeepRL/lab/README.md) | +| 22 | [Învățare cu Reforțare Adâncă](./lessons/6-Other/22-DeepRL/README.md) | [PyTorch](./lessons/6-Other/22-DeepRL/CartPole-RL-PyTorch.ipynb) /[TensorFlow](./lessons/6-Other/22-DeepRL/CartPole-RL-TF.ipynb) | [Lab](./lessons/6-Other/22-DeepRL/lab/README.md) | | 23 | [Sisteme Multi-Agent](./lessons/6-Other/23-MultiagentSystems/README.md) | | | | VII | **Etica AI** | | | | 24 | [Etica AI și AI Responsabil](./lessons/7-Ethics/README.md) | [Microsoft Learn: Principiile AI Responsabil](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste) | | -| IX | **Suplimente** | | | -| 25 | [Rețele Multi-Modal, CLIP și VQGAN](./lessons/X-Extras/X1-MultiModal/README.md) | [Notebook](./lessons/X-Extras/X1-MultiModal/Clip.ipynb) | | +| IX | **Resurse Suplimentare** | | | +| 25 | [Rețele Multi-Modale, CLIP și VQGAN](./lessons/X-Extras/X1-MultiModal/README.md) | [Notebook](./lessons/X-Extras/X1-MultiModal/Clip.ipynb) | | ## Fiecare lecție conține -* Material de pre-lectură -* Jupyter Notebooks executabile, adesea specifice cadrului (**PyTorch** sau **TensorFlow**). Notebook-ul executabil conține și mult material teoretic, astfel încât pentru a înțelege subiectul trebuie să parcurgi măcar o versiune a notebook-ului (PyTorch sau TensorFlow). -* **Laboratoare** disponibile pentru unele subiecte, care îți oferă oportunitatea să aplici materialul învățat pe o problemă specifică. +* Material pentru pre-lectură +* Jupyter Notebooks executabile, care sunt adesea specifice cadrului (**PyTorch** sau **TensorFlow**). Notebook-ul executabil conține, de asemenea, mult material teoretic, deci pentru a înțelege subiectul trebuie să parcurgi cel puțin o versiune a notebook-ului (fie PyTorch, fie TensorFlow). +* **Laboratoare** disponibile pentru unele subiecte, care îți oferă oportunitatea de a încerca să aplici materialul învățat la o problemă specifică. * Unele secțiuni conțin linkuri către module [**MS Learn**](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) care acoperă subiecte conexe. -## Începutul +## Început ### 🎯 Ești nou în AI? Începe aici! -Dacă ești complet nou în AI și vrei exemple rapide, practice, aruncă o privire la [**Exemple pentru Începători**](./examples/README.md)! Acestea includ: +Dacă ești complet nou în AI și vrei exemple rapide, practice, verifică [**Exemplele Prietenoase pentru Începători**](./examples/README.md)! Acestea includ: -- 🌟 **Hello AI World** - Primul tău program AI (recunoașterea tiparelor) +- 🌟 **Hello AI World** - Primul tău program AI (recunoașterea de pattern-uri) - 🧠 **Rețea Neuronală Simplă** - Construiește o rețea neuronală de la zero -- 🖼️ **Clasificator de Imagini** - Clasifică imagini cu comentarii detaliate + +- 🖼️ **Clasificator de Imagini** - Clasifică imagini cu comentarii detaliate - 💬 **Sentiment Text** - Analizează text pozitiv/negativ -Aceste exemple sunt concepute pentru a vă ajuta să înțelegeți conceptele AI înainte de a începe curricula completă. +Aceste exemple sunt concepute pentru a te ajuta să înțelegi conceptele AI înainte de a începe curriculumul complet. ### 📚 Configurarea Curriculumului Complet -- Am creat o [lecție de configurare](./lessons/0-course-setup/setup.md) pentru a vă ajuta să vă configurați mediul de dezvoltare. - Pentru educatorii, am creat și o [lecție de configurare a curriculumului](./lessons/0-course-setup/for-teachers.md)! -- Cum să [rulați codul în VSCode sau Codespace](./lessons/0-course-setup/how-to-run.md) +- Am creat o [lecție de configurare](./lessons/0-course-setup/setup.md) pentru a te ajuta cu configurarea mediului de dezvoltare. - Pentru educatori, am creat și o [lecție de configurare a curriculumului](./lessons/0-course-setup/for-teachers.md)! +- Cum să [rulezi codul în VSCode sau Codespace](./lessons/0-course-setup/how-to-run.md) -Urmați acești pași: +Urmează acești pași: -Furcați Repository-ul: Faceți clic pe butonul "Fork" din colțul din dreapta sus al acestei pagini. +Fork Repository-ul: Apasă pe butonul „Fork” din colțul din dreapta sus al acestei pagini. -Clonați Repository-ul: `git clone https://github.com/microsoft/AI-For-Beginners.git` +Clonează Repository-ul: `git clone https://github.com/microsoft/AI-For-Beginners.git` -Nu uitați să acordați stea (🌟) acestui repo pentru a-l găsi mai ușor mai târziu. +Nu uita să dai stea (🌟) acestui repo ca să îl găsești mai ușor ulterior. -## Întâlniți alți cursanți +## Întâlnește alți cursanți -Alăturați-vă [serverului oficial Discord AI](https://aka.ms/genai-discord?WT.mc_id=academic-105485-bethanycheum) pentru a cunoaște și a face networking cu alți cursanți care urmează acest curs și pentru a primi suport. +Alătură-te serverului nostru oficial de Discord pentru AI [aici](https://aka.ms/genai-discord?WT.mc_id=academic-105485-bethanycheum) pentru a întâlni și a face networking cu alți cursanți care urmează acest curs și pentru a primi suport. -Dacă aveți feedback despre produs sau întrebări în timpul dezvoltării, vizitați [Forum-ul Dezvoltatorilor Azure AI Foundry](https://aka.ms/foundry/forum) +Dacă ai feedback despre produs sau întrebări în timpul dezvoltării, vizitează [Azure AI Foundry Developer Forum](https://aka.ms/foundry/forum) -## Chestionare +## Teste -> **O notă despre chestionare**: Toate chestionarele se află în folderul Quiz-app din etc\quiz-app, sau [Online aici](https://ff-quizzes.netlify.app/) Sunt legate din lecții, aplicația de quiz poate fi rulată local sau implementată pe Azure; urmați instrucțiunile din folderul `quiz-app`. Se lucrează treptat la localizarea acestora. +> **O notă despre teste**: Toate testele se găsesc în folderul Quiz-app din etc\quiz-app, sau [Online aici](https://ff-quizzes.netlify.app/) Sunt legate din lecții, aplicația de teste poate fi rulată local sau implementată pe Azure; urmează instrucțiunile din folderul `quiz-app`. Sunt localizate treptat. -## Ajutor Cerut +## Ajutor solicitat -Aveți sugestii sau ați găsit greșeli de ortografie sau de cod? Deschideți un issue sau creați o pull request. +Ai sugestii sau ai găsit greșeli de ortografie sau cod? Ridică o problemă sau creează un pull request. -## Mulțumiri Speciale +## Mulțumiri speciale -* **✍️ Autor Principal:** [Dmitry Soshnikov](http://soshnikov.com), PhD -* **🔥 Editor:** [Jen Looper](https://twitter.com/jenlooper), PhD -* **🎨 Ilustrator Sketchnote:** [Tomomi Imura](https://twitter.com/girlie_mac) -* **✅ Creator Quiz:** [Lateefah Bello](https://github.com/CinnamonXI), [MLSA](https://studentambassadors.microsoft.com/) -* **🙏 Contribuabili Importanți:** [Evgenii Pishchik](https://github.com/Pe4enIks) +* **✍️ Autor principal:** [Dmitry Soshnikov](http://soshnikov.com), PhD +* **🔥 Editor:** [Jen Looper](https://twitter.com/jenlooper), PhD +* **🎨 Ilustrator Sketchnote:** [Tomomi Imura](https://twitter.com/girlie_mac) +* **✅ Creatorul testelor:** [Lateefah Bello](https://github.com/CinnamonXI), [MLSA](https://studentambassadors.microsoft.com/) +* **🙏 Contribuabili principali:** [Evgenii Pishchik](https://github.com/Pe4enIks) -## Alte Curriculumuri +## Alte Curricula -Echipa noastră produce și alte curriculumuri! Consultați: +Echipa noastră produce și alte curricula! Verifică: -### LangChain -[![LangChain4j for Beginners](https://img.shields.io/badge/LangChain4j%20for%20Beginners-22C55E?style=for-the-badge&&labelColor=E5E7EB&color=0553D6)](https://aka.ms/langchain4j-for-beginners) +### LangChain +[![LangChain4j for Beginners](https://img.shields.io/badge/LangChain4j%20for%20Beginners-22C55E?style=for-the-badge&&labelColor=E5E7EB&color=0553D6)](https://aka.ms/langchain4j-for-beginners) [![LangChain.js for Beginners](https://img.shields.io/badge/LangChain.js%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=0553D6)](https://aka.ms/langchainjs-for-beginners?WT.mc_id=m365-94501-dwahlin) - +[![LangChain for Beginners](https://img.shields.io/badge/LangChain%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=0553D6)](https://github.com/microsoft/langchain-for-beginners?WT.mc_id=m365-94501-dwahlin) --- -### Azure / Edge / MCP / Agenți -[![AZD for Beginners](https://img.shields.io/badge/AZD%20for%20Beginners-0078D4?style=for-the-badge&labelColor=E5E7EB&color=0078D4)](https://github.com/microsoft/AZD-for-beginners?WT.mc_id=academic-105485-koreyst) -[![Edge AI for Beginners](https://img.shields.io/badge/Edge%20AI%20for%20Beginners-00B8E4?style=for-the-badge&labelColor=E5E7EB&color=00B8E4)](https://github.com/microsoft/edgeai-for-beginners?WT.mc_id=academic-105485-koreyst) -[![MCP for Beginners](https://img.shields.io/badge/MCP%20for%20Beginners-009688?style=for-the-badge&labelColor=E5E7EB&color=009688)](https://github.com/microsoft/mcp-for-beginners?WT.mc_id=academic-105485-koreyst) +### Azure / Edge / MCP / Agents +[![AZD for Beginners](https://img.shields.io/badge/AZD%20for%20Beginners-0078D4?style=for-the-badge&labelColor=E5E7EB&color=0078D4)](https://github.com/microsoft/AZD-for-beginners?WT.mc_id=academic-105485-koreyst) +[![Edge AI for Beginners](https://img.shields.io/badge/Edge%20AI%20for%20Beginners-00B8E4?style=for-the-badge&labelColor=E5E7EB&color=00B8E4)](https://github.com/microsoft/edgeai-for-beginners?WT.mc_id=academic-105485-koreyst) +[![MCP for Beginners](https://img.shields.io/badge/MCP%20for%20Beginners-009688?style=for-the-badge&labelColor=E5E7EB&color=009688)](https://github.com/microsoft/mcp-for-beginners?WT.mc_id=academic-105485-koreyst) [![AI Agents for Beginners](https://img.shields.io/badge/AI%20Agents%20for%20Beginners-00C49A?style=for-the-badge&labelColor=E5E7EB&color=00C49A)](https://github.com/microsoft/ai-agents-for-beginners?WT.mc_id=academic-105485-koreyst) --- - -### Seria AI Generativă -[![Generative AI for Beginners](https://img.shields.io/badge/Generative%20AI%20for%20Beginners-8B5CF6?style=for-the-badge&labelColor=E5E7EB&color=8B5CF6)](https://github.com/microsoft/generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) -[![Generative AI (.NET)](https://img.shields.io/badge/Generative%20AI%20(.NET)-9333EA?style=for-the-badge&labelColor=E5E7EB&color=9333EA)](https://github.com/microsoft/Generative-AI-for-beginners-dotnet?WT.mc_id=academic-105485-koreyst) -[![Generative AI (Java)](https://img.shields.io/badge/Generative%20AI%20(Java)-C084FC?style=for-the-badge&labelColor=E5E7EB&color=C084FC)](https://github.com/microsoft/generative-ai-for-beginners-java?WT.mc_id=academic-105485-koreyst) + +### Seria Generative AI +[![Generative AI for Beginners](https://img.shields.io/badge/Generative%20AI%20for%20Beginners-8B5CF6?style=for-the-badge&labelColor=E5E7EB&color=8B5CF6)](https://github.com/microsoft/generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) +[![Generative AI (.NET)](https://img.shields.io/badge/Generative%20AI%20(.NET)-9333EA?style=for-the-badge&labelColor=E5E7EB&color=9333EA)](https://github.com/microsoft/Generative-AI-for-beginners-dotnet?WT.mc_id=academic-105485-koreyst) +[![Generative AI (Java)](https://img.shields.io/badge/Generative%20AI%20(Java)-C084FC?style=for-the-badge&labelColor=E5E7EB&color=C084FC)](https://github.com/microsoft/generative-ai-for-beginners-java?WT.mc_id=academic-105485-koreyst) [![Generative AI (JavaScript)](https://img.shields.io/badge/Generative%20AI%20(JavaScript)-E879F9?style=for-the-badge&labelColor=E5E7EB&color=E879F9)](https://github.com/microsoft/generative-ai-with-javascript?WT.mc_id=academic-105485-koreyst) --- - -### Învățare de Bază -[![ML for Beginners](https://img.shields.io/badge/ML%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=22C55E)](https://aka.ms/ml-beginners?WT.mc_id=academic-105485-koreyst) -[![Data Science for Beginners](https://img.shields.io/badge/Data%20Science%20for%20Beginners-84CC16?style=for-the-badge&labelColor=E5E7EB&color=84CC16)](https://aka.ms/datascience-beginners?WT.mc_id=academic-105485-koreyst) -[![AI for Beginners](https://img.shields.io/badge/AI%20for%20Beginners-A3E635?style=for-the-badge&labelColor=E5E7EB&color=A3E635)](https://aka.ms/ai-beginners?WT.mc_id=academic-105485-koreyst) -[![Cybersecurity for Beginners](https://img.shields.io/badge/Cybersecurity%20for%20Beginners-F97316?style=for-the-badge&labelColor=E5E7EB&color=F97316)](https://github.com/microsoft/Security-101?WT.mc_id=academic-96948-sayoung) -[![Web Dev for Beginners](https://img.shields.io/badge/Web%20Dev%20for%20Beginners-EC4899?style=for-the-badge&labelColor=E5E7EB&color=EC4899)](https://aka.ms/webdev-beginners?WT.mc_id=academic-105485-koreyst) -[![IoT for Beginners](https://img.shields.io/badge/IoT%20for%20Beginners-14B8A6?style=for-the-badge&labelColor=E5E7EB&color=14B8A6)](https://aka.ms/iot-beginners?WT.mc_id=academic-105485-koreyst) + +### Învățare de bază +[![ML for Beginners](https://img.shields.io/badge/ML%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=22C55E)](https://aka.ms/ml-beginners?WT.mc_id=academic-105485-koreyst) +[![Data Science for Beginners](https://img.shields.io/badge/Data%20Science%20for%20Beginners-84CC16?style=for-the-badge&labelColor=E5E7EB&color=84CC16)](https://aka.ms/datascience-beginners?WT.mc_id=academic-105485-koreyst) +[![AI for Beginners](https://img.shields.io/badge/AI%20for%20Beginners-A3E635?style=for-the-badge&labelColor=E5E7EB&color=A3E635)](https://aka.ms/ai-beginners?WT.mc_id=academic-105485-koreyst) +[![Cybersecurity for Beginners](https://img.shields.io/badge/Cybersecurity%20for%20Beginners-F97316?style=for-the-badge&labelColor=E5E7EB&color=F97316)](https://github.com/microsoft/Security-101?WT.mc_id=academic-96948-sayoung) +[![Web Dev for Beginners](https://img.shields.io/badge/Web%20Dev%20for%20Beginners-EC4899?style=for-the-badge&labelColor=E5E7EB&color=EC4899)](https://aka.ms/webdev-beginners?WT.mc_id=academic-105485-koreyst) +[![IoT for Beginners](https://img.shields.io/badge/IoT%20for%20Beginners-14B8A6?style=for-the-badge&labelColor=E5E7EB&color=14B8A6)](https://aka.ms/iot-beginners?WT.mc_id=academic-105485-koreyst) [![XR Development for Beginners](https://img.shields.io/badge/XR%20Development%20for%20Beginners-38BDF8?style=for-the-badge&labelColor=E5E7EB&color=38BDF8)](https://github.com/microsoft/xr-development-for-beginners?WT.mc_id=academic-105485-koreyst) --- - -### Seria Copilot -[![Copilot for AI Paired Programming](https://img.shields.io/badge/Copilot%20for%20AI%20Paired%20Programming-FACC15?style=for-the-badge&labelColor=E5E7EB&color=FACC15)](https://aka.ms/GitHubCopilotAI?WT.mc_id=academic-105485-koreyst) -[![Copilot for C#/.NET](https://img.shields.io/badge/Copilot%20for%20C%23/.NET-FBBF24?style=for-the-badge&labelColor=E5E7EB&color=FBBF24)](https://github.com/microsoft/mastering-github-copilot-for-dotnet-csharp-developers?WT.mc_id=academic-105485-koreyst) -[![Copilot Adventure](https://img.shields.io/badge/Copilot%20Adventure-FDE68A?style=for-the-badge&labelColor=E5E7EB&color=FDE68A)](https://github.com/microsoft/CopilotAdventures?WT.mc_id=academic-105485-koreyst) + +### Seria Copilot +[![Copilot for AI Paired Programming](https://img.shields.io/badge/Copilot%20for%20AI%20Paired%20Programming-FACC15?style=for-the-badge&labelColor=E5E7EB&color=FACC15)](https://aka.ms/GitHubCopilotAI?WT.mc_id=academic-105485-koreyst) +[![Copilot for C#/.NET](https://img.shields.io/badge/Copilot%20for%20C%23/.NET-FBBF24?style=for-the-badge&labelColor=E5E7EB&color=FBBF24)](https://github.com/microsoft/mastering-github-copilot-for-dotnet-csharp-developers?WT.mc_id=academic-105485-koreyst) +[![Copilot Adventure](https://img.shields.io/badge/Copilot%20Adventure-FDE68A?style=for-the-badge&labelColor=E5E7EB&color=FDE68A)](https://github.com/microsoft/CopilotAdventures?WT.mc_id=academic-105485-koreyst) -## Obținerea Ajutorului +## Obținerea ajutorului -Dacă rămâneți blocat sau aveți întrebări despre construirea aplicațiilor AI. Alăturați-vă altor cursanți și dezvoltatori experimentați în discuții despre MCP. Este o comunitate suportivă unde întrebările sunt binevenite și cunoștințele se împărtășesc liber. +Dacă te blochezi sau ai întrebări despre dezvoltarea aplicațiilor AI. Alătură-te altor cursanți și dezvoltatori cu experiență pentru discuții despre MCP. Este o comunitate susținătoare unde întrebările sunt binevenite și cunoștințele sunt împărtășite liber. [![Microsoft Foundry Discord](https://dcbadge.limes.pink/api/server/nTYy5BXMWG)](https://discord.gg/nTYy5BXMWG) -Dacă aveți feedback despre produs sau erori în timp ce dezvoltați, vizitați: +Dacă ai feedback despre produs sau erori în timpul dezvoltării, vizitează: [![Microsoft Foundry Developer Forum](https://img.shields.io/badge/GitHub-Microsoft_Foundry_Developer_Forum-blue?style=for-the-badge&logo=github&color=000000&logoColor=fff)](https://aka.ms/foundry/forum) --- -**Declinare de responsabilitate**: -Acest document a fost tradus folosind serviciul de traducere AI [Co-op Translator](https://github.com/Azure/co-op-translator). Deși ne străduim pentru acuratețe, vă rugăm să țineți cont că traducerile automate pot conține erori sau inexactități. Documentul original în limba sa nativă trebuie considerat sursa autorizată. Pentru informații critice, se recomandă traducerea profesională realizată de un translator uman. Nu ne asumăm răspunderea pentru eventualele neînțelegeri sau interpretări greșite rezultate din utilizarea acestei traduceri. +**Declinare a responsabilității**: +Acest document a fost tradus folosind serviciul de traducere AI [Co-op Translator](https://github.com/Azure/co-op-translator). Deși ne străduim pentru acuratețe, vă rugăm să rețineți că traducerile automate pot conține erori sau inexactități. Documentul original, în limba sa nativă, trebuie considerat sursa autorizată. Pentru informații critice, se recomandă traducerea profesională realizată de un specialist uman. Nu ne asumăm răspunderea pentru eventuale neînțelegeri sau interpretări eronate rezultate din utilizarea acestei traduceri. \ No newline at end of file diff --git a/translations/sr/.co-op-translator.json b/translations/sr/.co-op-translator.json index b8e65fd3..a8b0f704 100644 --- a/translations/sr/.co-op-translator.json +++ b/translations/sr/.co-op-translator.json @@ -6,8 +6,8 @@ "language_code": "sr" }, "README.md": { - "original_hash": "1984fc89dd304a8a33ab5584691a99aa", - "translation_date": "2026-01-30T02:36:35+00:00", + "original_hash": "75fe3383afc51eaa84b82ace619ffea7", + "translation_date": "2026-02-06T09:09:52+00:00", "source_file": "README.md", "language_code": "sr" }, diff --git a/translations/sr/README.md b/translations/sr/README.md index 813871e3..9995c6d5 100644 --- a/translations/sr/README.md +++ b/translations/sr/README.md @@ -16,30 +16,30 @@ |![Скетчнот од @girlie_mac https://twitter.com/girlie_mac](../../translated_images/sr/ai-overview.0857791951d19500.webp)| |:---:| -| Вештачка интелигенција за почетнике - _Скетчнот од [@girlie_mac](https://twitter.com/girlie_mac)_ | +| AI For Beginners - _Скетчнот од [@girlie_mac](https://twitter.com/girlie_mac)_ | -Истражите свет **Вештачке интелигенције** (AI) кроз наш 12-недељни, 24-лекцијски наставни план! Укључује практичне лекције, квизове и лабораторијске вежбе. Наставни план је прилагођен почетницима и обухвата алате као што су TensorFlow и PyTorch, као и етику у AI +Истражите свет **Вештачке интелигенције** (AI) са нашим 12-недељним, 24-лекцијским наставним планом! Укључује практичне лекције, квизове и лабораторијске вежбе. Наставни план је прилагођен почетницима и обухвата алате као што су TensorFlow и PyTorch, као и етику у AI ### 🌐 Подршка за више језика -#### Подржано путем GitHub акције (аутоматски и увек ажурирано) +#### Подржано путем GitHub Action-а (аутоматски и увек ажурирано) -[Арапски](../ar/README.md) | [Бенгалски](../bn/README.md) | [Бугарски](../bg/README.md) | [Бирмански (Мјанмар)](../my/README.md) | [Кинески (поједностављени)](../zh-CN/README.md) | [Кинески (традиционални, Хонг Конг)](../zh-HK/README.md) | [Кинески (традиционални, Макао)](../zh-MO/README.md) | [Кинески (традиционални, Тајван)](../zh-TW/README.md) | [Хрватски](../hr/README.md) | [Чешки](../cs/README.md) | [Дански](../da/README.md) | [Холандски](../nl/README.md) | [Естонски](../et/README.md) | [Фински](../fi/README.md) | [Француски](../fr/README.md) | [Немачки](../de/README.md) | [Грчки](../el/README.md) | [Хебрејски](../he/README.md) | [Хинди](../hi/README.md) | [Мађарски](../hu/README.md) | [ИНдонезијски](../id/README.md) | [Италијански](../it/README.md) | [Јапански](../ja/README.md) | [Канада](../kn/README.md) | [Корејски](../ko/README.md) | [Литвански](../lt/README.md) | [Малајски](../ms/README.md) | [Малајаламски](../ml/README.md) | [Маратхи](../mr/README.md) | [Непали](../ne/README.md) | [Нигеријски пидгин](../pcm/README.md) | [Норвешки](../no/README.md) | [Перзијски (Фарси)](../fa/README.md) | [Пољски](../pl/README.md) | [Португалски (Бразил)](../pt-BR/README.md) | [Португалски (Португал)](../pt-PT/README.md) | [Пунџаби (Гурмукхи)](../pa/README.md) | [Румунски](../ro/README.md) | [Руски](../ru/README.md) | [Српски (ћирилица)](./README.md) | [Словачки](../sk/README.md) | [Словеначки](../sl/README.md) | [Шпански](../es/README.md) | [Свахили](../sw/README.md) | [Шведски](../sv/README.md) | [Тагалог (Филипински)](../tl/README.md) | [Тамилски](../ta/README.md) | [Телугу](../te/README.md) | [Тајландски](../th/README.md) | [Турски](../tr/README.md) | [Украјински](../uk/README.md) | [Урду](../ur/README.md) | [Вијетнамски](../vi/README.md) +[Arabic](../ar/README.md) | [Bengali](../bn/README.md) | [Bulgarian](../bg/README.md) | [Burmese (Myanmar)](../my/README.md) | [Chinese (Simplified)](../zh-CN/README.md) | [Chinese (Traditional, Hong Kong)](../zh-HK/README.md) | [Chinese (Traditional, Macau)](../zh-MO/README.md) | [Chinese (Traditional, Taiwan)](../zh-TW/README.md) | [Croatian](../hr/README.md) | [Czech](../cs/README.md) | [Danish](../da/README.md) | [Dutch](../nl/README.md) | [Estonian](../et/README.md) | [Finnish](../fi/README.md) | [French](../fr/README.md) | [German](../de/README.md) | [Greek](../el/README.md) | [Hebrew](../he/README.md) | [Hindi](../hi/README.md) | [Hungarian](../hu/README.md) | [Indonesian](../id/README.md) | [Italian](../it/README.md) | [Japanese](../ja/README.md) | [Kannada](../kn/README.md) | [Korean](../ko/README.md) | [Lithuanian](../lt/README.md) | [Malay](../ms/README.md) | [Malayalam](../ml/README.md) | [Marathi](../mr/README.md) | [Nepali](../ne/README.md) | [Nigerian Pidgin](../pcm/README.md) | [Norwegian](../no/README.md) | [Persian (Farsi)](../fa/README.md) | [Polish](../pl/README.md) | [Portuguese (Brazil)](../pt-BR/README.md) | [Portuguese (Portugal)](../pt-PT/README.md) | [Punjabi (Gurmukhi)](../pa/README.md) | [Romanian](../ro/README.md) | [Russian](../ru/README.md) | [Serbian (Cyrillic)](./README.md) | [Slovak](../sk/README.md) | [Slovenian](../sl/README.md) | [Spanish](../es/README.md) | [Swahili](../sw/README.md) | [Swedish](../sv/README.md) | [Tagalog (Filipino)](../tl/README.md) | [Tamil](../ta/README.md) | [Telugu](../te/README.md) | [Thai](../th/README.md) | [Turkish](../tr/README.md) | [Ukrainian](../uk/README.md) | [Urdu](../ur/README.md) | [Vietnamese](../vi/README.md) -> **Радије копирате локално?** +> **Можете ли да клонирате локално?** -> Ово складиште укључује више од 50 превода што значајно повећава величину преузимања. Да бисте клонирали без превода, користите sparse checkout: +> Ово складиште укључује преводе на преко 50 језика што значајно повећава величину за преузимање. Да бисте клонирали без превода, користите sparse checkout: > ```bash > git clone --filter=blob:none --sparse https://github.com/microsoft/AI-For-Beginners.git > cd AI-For-Beginners > git sparse-checkout set --no-cone '/*' '!translations' '!translated_images' > ``` -> Ово вам даје све што вам је потребно за завршетак курса уз много брже преузимање. +> Ово вам даје све што вам је потребно да завршите курс са много бржим преузимањем. -**Ако желите да буду подржани и додатни језици превода, наведени су [овде](https://github.com/Azure/co-op-translator/blob/main/getting_started/supported-languages.md)** +**Ако желите да подржимо додатне језике превода они су наведени [овде](https://github.com/Azure/co-op-translator/blob/main/getting_started/supported-languages.md)** ## Придружите се заједници [![Microsoft Foundry Discord](https://dcbadge.limes.pink/api/server/nTYy5BXMWG)](https://discord.gg/nTYy5BXMWG) @@ -48,178 +48,178 @@ **[Ментална мапа курса](http://soshnikov.com/courses/ai-for-beginners/mindmap.html)** -У овом наставном плану научићете: +У овом наставном плану ћете научити: -* Различите приступе Вештачкој интелигенцији, укључујући "добро старо" симболичко приступање са **Презентацијом знања** и резоновањем ([GOFAI](https://en.wikipedia.org/wiki/Symbolic_artificial_intelligence)). -* **Невронске мреже** и **Дубоко учење**, које су у основи модерне AI. Концепте иза ових важних тема илуструјемо помоћу кода у два најпопуларнија рамворка - [TensorFlow](http://Tensorflow.org) и [PyTorch](http://pytorch.org). -* **Невронске архитектуре** за рад са сликама и текстом. Обухватићемо недавно развијене моделе, али можда ће недостајати најновија достигнућа. -* Мање популарне AI методе, као што су **Генетски алгоритми** и **Мулти-агентски системи**. +* Различите приступе Вештачкој интелигенцији, укључујући „стари добри“ симболички приступ са **презентацијом знања** и резоновањем ([GOFAI](https://en.wikipedia.org/wiki/Symbolic_artificial_intelligence)). +* **Неуронске мреже** и **дубоко учење**, које су у основи модерног AI. Илуструјемо концепте иза ових важних тема користећи код у два од најпопуларнијих фрејмворка - [TensorFlow](http://Tensorflow.org) и [PyTorch](http://pytorch.org). +* **Неуралне архитектуре** за рад са сликама и текстом. Покриваћемо новије моделе али можда мало заостајемо за најсавременијим достигнућима. +* Мање популарне AI приступе, као што су **генетски алгоритми** и **мулти-агентски системи**. -Шта нећемо обрадити у овом курикулуму: +Шта нећемо обрађивати у овом наставном плану: -> [Пронaђите све додатне ресурсе за овај курс у нашој Microsoft Learn колекцији](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) +> [Пронађите све додатне ресурсе за овај курс у нашој Microsoft Learn колекцији](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) -* Пословне примере коришћења **AI у пословању**. Размотрите похађање [Увода у AI за пословне кориснике](https://docs.microsoft.com/learn/paths/introduction-ai-for-business-users/?WT.mc_id=academic-77998-bethanycheum) на Microsoft Learn, или [AI пословне школе](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-bethanycheum), развијену у сарадњи са [INSEAD](https://www.insead.edu/). -* **Класично машинско учење**, које је добро описано у нашем [Курикулуму Машинског учења за почетнике](http://github.com/Microsoft/ML-for-Beginners). -* Практичне AI апликације изграђене коришћењем **[Когнитивних сервиса](https://azure.microsoft.com/services/cognitive-services/?WT.mc_id=academic-77998-bethanycheum)**. За то препоручујемо да почнете са модулима Microsoft Learn за [визиjу](https://docs.microsoft.com/learn/paths/create-computer-vision-solutions-azure-cognitive-services/?WT.mc_id=academic-77998-bethanycheum), [обраду природних језика](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-bethanycheum), **[Генеративни AI са Azure OpenAI сервисом](https://learn.microsoft.com/en-us/training/paths/develop-ai-solutions-azure-openai/?WT.mc_id=academic-77998-bethanycheum)** и друге. -* Конкретне ML **Cloud Frameworks**, као што су [Azure Machine Learning](https://azure.microsoft.com/services/machine-learning/?WT.mc_id=academic-77998-bethanycheum), [Microsoft Fabric](https://learn.microsoft.com/en-us/training/paths/get-started-fabric/?WT.mc_id=academic-77998-bethanycheum), или [Azure Databricks](https://docs.microsoft.com/learn/paths/data-engineer-azure-databricks?WT.mc_id=academic-77998-bethanycheum). Размотрите коришћење учељних путања [Изградите и управљајте машинским учењем уз Azure Machine Learning](https://docs.microsoft.com/learn/paths/build-ai-solutions-with-azure-ml-service/?WT.mc_id=academic-77998-bethanycheum) и [Изградите и управљајте машинским учењем уз Azure Databricks](https://docs.microsoft.com/learn/paths/build-operate-machine-learning-solutions-azure-databricks/?WT.mc_id=academic-77998-bethanycheum). -* **Разговорни AI** и **Чет ботови**. Постоји посебна учељна стаза [Креирајте разговорне AI решења](https://docs.microsoft.com/learn/paths/create-conversational-ai-solutions/?WT.mc_id=academic-77998-bethanycheum), као и можете погледати [ово блог пост](https://soshnikov.com/azure/hello-bot-conversational-ai-on-microsoft-platform/) за детаљније информације. -* **Дубока математика** иза дубоког учења. За то препоручујемо [Deep Learning](https://www.amazon.com/Deep-Learning-Adaptive-Computation-Machine/dp/0262035618) од Иана Гудфелоуја, Јошуе Бенгија и Аарона Курвила, који је такође доступан на мрежи на [https://www.deeplearningbook.org/](https://www.deeplearningbook.org/). +* Пословне случајеве коришћења **AI у пословању**. Размотрите похађање [Увода у AI за пословне кориснике](https://docs.microsoft.com/learn/paths/introduction-ai-for-business-users/?WT.mc_id=academic-77998-bethanycheum) на Microsoft Learn или [AI пословне школе](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-bethanycheum), развијене у сарадњи са [INSEAD](https://www.insead.edu/). +* **Класично машинско учење**, које је подробно описано у нашем [Наставном плану за почетнике из машинског учења](http://github.com/Microsoft/ML-for-Beginners). +* Практичне AI апликације изграђене коришћењем **[Cognitive Services](https://azure.microsoft.com/services/cognitive-services/?WT.mc_id=academic-77998-bethanycheum)**. За ово препоручујемо да почнете са Microsoft Learn модулима за [вид](https://docs.microsoft.com/learn/paths/create-computer-vision-solutions-azure-cognitive-services/?WT.mc_id=academic-77998-bethanycheum), [обраду природног језика](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-bethanycheum), **[генеративни AI са Azure OpenAI сервиса](https://learn.microsoft.com/en-us/training/paths/develop-ai-solutions-azure-openai/?WT.mc_id=academic-77998-bethanycheum)** и друге. +* Специфичне ML **Cloud Framework-ове**, као што су [Azure Machine Learning](https://azure.microsoft.com/services/machine-learning/?WT.mc_id=academic-77998-bethanycheum), [Microsoft Fabric](https://learn.microsoft.com/en-us/training/paths/get-started-fabric/?WT.mc_id=academic-77998-bethanycheum) или [Azure Databricks](https://docs.microsoft.com/learn/paths/data-engineer-azure-databricks?WT.mc_id=academic-77998-bethanycheum). Размотрите коришћење путева учења [Изградите и управљајте решењима машинског учења са Azure Machine Learning](https://docs.microsoft.com/learn/paths/build-ai-solutions-with-azure-ml-service/?WT.mc_id=academic-77998-bethanycheum) и [Изградите и управљајте решењима машинског учења са Azure Databricks](https://docs.microsoft.com/learn/paths/build-operate-machine-learning-solutions-azure-databricks/?WT.mc_id=academic-77998-bethanycheum). +* **Конверзациони AI** и **Чат ботове**. Постоји посебан [Пут учења за креирање конверзационих AI решења](https://docs.microsoft.com/learn/paths/create-conversational-ai-solutions/?WT.mc_id=academic-77998-bethanycheum), а можете се упутити и на [овaj блог пост](https://soshnikov.com/azure/hello-bot-conversational-ai-on-microsoft-platform/) за детаљније информације. +* **Дубока математика** иза дубоког учења. За ово препоручујемо [Deep Learning](https://www.amazon.com/Deep-Learning-Adaptive-Computation-Machine/dp/0262035618) аутора Иана Гудфелова, Јошуа Бенџија и Аарона Коурвила, која је доступна и на мрежи на [https://www.deeplearningbook.org/](https://www.deeplearningbook.org/). -За благ увод у теме _AI у облаку_, можете размотрити похађање учељне стазе [Започните са вештачком интелигенцијом на Azure](https://docs.microsoft.com/learn/paths/get-started-with-artificial-intelligence-on-azure/?WT.mc_id=academic-77998-bethanycheum). +За благи увод у теме _AI у облаку_, можете размотрити похађање Пута учења [Започните са вештачком интелигенцијом на Azure-у](https://docs.microsoft.com/learn/paths/get-started-with-artificial-intelligence-on-azure/?WT.mc_id=academic-77998-bethanycheum). # Садржај -| | Веза до лекције | PyTorch/Keras/TensorFlow | Лабораторија | -| :-: | :-----------------------------------------------------------------------------------------------------------------------------------------: | :---------------------------------------------------------------------------------------------: | ------------------------------------------------------------------------------ | +| | Лекција | PyTorch/Keras/TensorFlow | Лабораторија | +| :-: | :-------------------------------------------------------------------------------------------------------------------------------------: | :---------------------------------------------------------------------------------------------: | ------------------------------------------------------------------------------ | | 0 | [Постављање курса](./lessons/0-course-setup/setup.md) | [Поставите своје развојно окружење](./lessons/0-course-setup/how-to-run.md) | | | I | [**Увод у AI**](./lessons/1-Intro/README.md) | | | | 01 | [Увод и историја AI](./lessons/1-Intro/README.md) | - | - | -| II | **Симболичка AI** | -| 02 | [Презентација знања и експертски системи](./lessons/2-Symbolic/README.md) | [Експертски системи](./lessons/2-Symbolic/Animals.ipynb) / [Онтолошки модел](./lessons/2-Symbolic/FamilyOntology.ipynb) /[Граф појмова](./lessons/2-Symbolic/MSConceptGraph.ipynb) | | +| II | **Симболички AI** | +| 02 | [Представљање знања и експертски системи](./lessons/2-Symbolic/README.md) | [Експертски системи](./lessons/2-Symbolic/Animals.ipynb) / [Онтологија](./lessons/2-Symbolic/FamilyOntology.ipynb) /[Граф концепата](./lessons/2-Symbolic/MSConceptGraph.ipynb) | | | III | [**Увод у неуронске мреже**](./lessons/3-NeuralNetworks/README.md) ||| | 03 | [Перцептрон](./lessons/3-NeuralNetworks/03-Perceptron/README.md) | [Бележница](./lessons/3-NeuralNetworks/03-Perceptron/Perceptron.ipynb) | [Лабораторија](./lessons/3-NeuralNetworks/03-Perceptron/lab/README.md) | -| 04 | [Вишеслојни перцептрон и креирање нашег оквира](./lessons/3-NeuralNetworks/04-OwnFramework/README.md) | [Бележница](./lessons/3-NeuralNetworks/04-OwnFramework/OwnFramework.ipynb) | [Лабораторија](./lessons/3-NeuralNetworks/04-OwnFramework/lab/README.md) | -| 05 | [Увод у оквире (PyTorch/TensorFlow) и претеривање](./lessons/3-NeuralNetworks/05-Frameworks/README.md) | [PyTorch](./lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb) / [Keras](./lessons/3-NeuralNetworks/05-Frameworks/IntroKeras.ipynb) / [TensorFlow](./lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb) | [Лабораторија](./lessons/3-NeuralNetworks/05-Frameworks/lab/README.md) | +| 04 | [Вишеслојни перцептрон и креирање нашег властитог фрејмворка](./lessons/3-NeuralNetworks/04-OwnFramework/README.md) | [Бележница](./lessons/3-NeuralNetworks/04-OwnFramework/OwnFramework.ipynb) | [Лабораторија](./lessons/3-NeuralNetworks/04-OwnFramework/lab/README.md) | +| 05 | [Увод у фрејмворке (PyTorch/TensorFlow) и претеривање](./lessons/3-NeuralNetworks/05-Frameworks/README.md) | [PyTorch](./lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb) / [Keras](./lessons/3-NeuralNetworks/05-Frameworks/IntroKeras.ipynb) / [TensorFlow](./lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb) | [Лабораторија](./lessons/3-NeuralNetworks/05-Frameworks/lab/README.md) | | IV | [**Рачунарски вид**](./lessons/4-ComputerVision/README.md) | [PyTorch](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste) / [TensorFlow](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)| [Истражите рачунарски вид на Microsoft Azure](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) | | 06 | [Увод у рачунарски вид. OpenCV](./lessons/4-ComputerVision/06-IntroCV/README.md) | [Бележница](./lessons/4-ComputerVision/06-IntroCV/OpenCV.ipynb) | [Лабораторија](./lessons/4-ComputerVision/06-IntroCV/lab/README.md) | -| 07 | [Конволуцијске неуронске мреже](./lessons/4-ComputerVision/07-ConvNets/README.md) & [Архитектуре CNN](./lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md) | [PyTorch](./lessons/4-ComputerVision/07-ConvNets/ConvNetsPyTorch.ipynb) /[TensorFlow](./lessons/4-ComputerVision/07-ConvNets/ConvNetsTF.ipynb) | [Лабораторија](./lessons/4-ComputerVision/07-ConvNets/lab/README.md) | -| 08 | [Унапред обучене мреже и трансфер учење](./lessons/4-ComputerVision/08-TransferLearning/README.md) и [Триксеви за тренинг](./lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md) | [PyTorch](./lessons/4-ComputerVision/08-TransferLearning/TransferLearningPyTorch.ipynb) / [TensorFlow](./lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb) | [Лабораторија](./lessons/4-ComputerVision/08-TransferLearning/lab/README.md) | -| 09 | [Аутоенкодери и ВАЕ](./lessons/4-ComputerVision/09-Autoencoders/README.md) | [PyTorch](./lessons/4-ComputerVision/09-Autoencoders/AutoEncodersPyTorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/09-Autoencoders/AutoencodersTF.ipynb) | | -| 10 | [Генеративне супротстављене мреже и пренос уметничког стила](./lessons/4-ComputerVision/10-GANs/README.md) | [PyTorch](./lessons/4-ComputerVision/10-GANs/GANPyTorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/10-GANs/GANTF.ipynb) | | -| 11 | [Детекција објеката](./lessons/4-ComputerVision/11-ObjectDetection/README.md) | [TensorFlow](./lessons/4-ComputerVision/11-ObjectDetection/ObjectDetection.ipynb) | [Лабораторија](./lessons/4-ComputerVision/11-ObjectDetection/lab/README.md) | -| 12 | [Семантичка сегментација. U-Net](./lessons/4-ComputerVision/12-Segmentation/README.md) | [PyTorch](./lessons/4-ComputerVision/12-Segmentation/SemanticSegmentationPytorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/12-Segmentation/SemanticSegmentationTF.ipynb) | | +| 07 | [Конволуционе неуронске мреже](./lessons/4-ComputerVision/07-ConvNets/README.md) & [CNN архитектуре](./lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md) | [PyTorch](./lessons/4-ComputerVision/07-ConvNets/ConvNetsPyTorch.ipynb) /[TensorFlow](./lessons/4-ComputerVision/07-ConvNets/ConvNetsTF.ipynb) | [Лабораторија](./lessons/4-ComputerVision/07-ConvNets/lab/README.md) | +| 08 | [Претходно обучене мреже и трансфер учење](./lessons/4-ComputerVision/08-TransferLearning/README.md) и [Трикови у обуци](./lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md) | [PyTorch](./lessons/4-ComputerVision/08-TransferLearning/TransferLearningPyTorch.ipynb) / [TensorFlow](./lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb) | [Лабораторија](./lessons/4-ComputerVision/08-TransferLearning/lab/README.md) | +| 09 | [Аутокодери и VAE-ови](./lessons/4-ComputerVision/09-Autoencoders/README.md) | [PyTorch](./lessons/4-ComputerVision/09-Autoencoders/AutoEncodersPyTorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/09-Autoencoders/AutoencodersTF.ipynb) | | +| 10 | [Генеративне адверзијалне мреже и пренос уметничког стила](./lessons/4-ComputerVision/10-GANs/README.md) | [PyTorch](./lessons/4-ComputerVision/10-GANs/GANPyTorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/10-GANs/GANTF.ipynb) | | +| 11 | [Објектна детекција](./lessons/4-ComputerVision/11-ObjectDetection/README.md) | [TensorFlow](./lessons/4-ComputerVision/11-ObjectDetection/ObjectDetection.ipynb) | [Лабораторија](./lessons/4-ComputerVision/11-ObjectDetection/lab/README.md) | +| 12 | [Семантичка сегментација. У-Нет](./lessons/4-ComputerVision/12-Segmentation/README.md) | [PyTorch](./lessons/4-ComputerVision/12-Segmentation/SemanticSegmentationPytorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/12-Segmentation/SemanticSegmentationTF.ipynb) | | | V | [**Обрада природног језика**](./lessons/5-NLP/README.md) | [PyTorch](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste) /[TensorFlow](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste) | [Истражите обраду природног језика на Microsoft Azure](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum)| -| 13 | [Презентација текста. Bow/TF-IDF](./lessons/5-NLP/13-TextRep/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/TextRepresentationPyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/TextRepresentationTF.ipynb) | | -| 14 | [Семантичке векторске репрезентације речи. Word2Vec и GloVe](./lessons/5-NLP/14-Embeddings/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/EmbeddingsPyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb) | | -| 15 | [Моделовање језика. Тренирање сопствених уграђених представљања](./lessons/5-NLP/15-LanguageModeling/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling/CBoW-PyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling/CBoW-TF.ipynb) | [Лабораторија](./lessons/5-NLP/15-LanguageModeling/lab/README.md) | +| 13 | [Презентација текста. Боу/ТФ-ИДФ](./lessons/5-NLP/13-TextRep/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/TextRepresentationPyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/TextRepresentationTF.ipynb) | | +| 14 | [Семантички векторски уграњања речи. Word2Vec и GloVe](./lessons/5-NLP/14-Embeddings/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/EmbeddingsPyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/EmbeddingsTF.ipynb) | | +| 15 | [Моделирање језика. Обука властитих уграњања](./lessons/5-NLP/15-LanguageModeling/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling/CBoW-PyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling/CBoW-TF.ipynb) | [Лабораторија](./lessons/5-NLP/15-LanguageModeling/lab/README.md) | | 16 | [Рекурентне неуронске мреже](./lessons/5-NLP/16-RNN/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/RNNPyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/RNNTF.ipynb) | | | 17 | [Генеративне рекурентне мреже](./lessons/5-NLP/17-GenerativeNetworks/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/GenerativePyTorch.ipynb) / [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/GenerativeTF.ipynb) | [Лабораторија](./lessons/5-NLP/17-GenerativeNetworks/lab/README.md) | | 18 | [Трансформери. BERT.](./lessons/5-NLP/18-Transformers/README.md) | [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/TransformersPyTorch.ipynb) /[TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/TransformersTF.ipynb) | | | 19 | [Препознавање именованих ентитета](./lessons/5-NLP/19-NER/README.md) | [TensorFlow](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/19-NER/NER-TF.ipynb) | [Лабораторија](./lessons/5-NLP/19-NER/lab/README.md) | -| 20 | [Велики језички модели, програмирање упита и задаци са малим бројем примера](./lessons/5-NLP/20-LangModels/README.md) | [PyTorch](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/20-LangModels/GPT-PyTorch.ipynb) | | +| 20 | [Велики језички модели, програмирање упита и уради са мало примера](./lessons/5-NLP/20-LangModels/README.md) | [PyTorch](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/20-LangModels/GPT-PyTorch.ipynb) | | | VI | **Остале AI технике** || | | 21 | [Генетски алгоритми](./lessons/6-Other/21-GeneticAlgorithms/README.md) | [Бележница](./lessons/6-Other/21-GeneticAlgorithms/Genetic.ipynb) | | -| 22 | [Дубоко појачано учење](./lessons/6-Other/22-DeepRL/README.md) | [PyTorch](./lessons/6-Other/22-DeepRL/CartPole-RL-PyTorch.ipynb) /[TensorFlow](./lessons/6-Other/22-DeepRL/CartPole-RL-TF.ipynb) | [Лабораторија](./lessons/6-Other/22-DeepRL/lab/README.md) | -| 23 | [Мултиагентни системи](./lessons/6-Other/23-MultiagentSystems/README.md) | | | -| VII | **Етика вештачке интелигенције** | | | -| 24 | [Етика ВИ и одговорна ВИ](./lessons/7-Ethics/README.md) | [Microsoft Learn: Принципи одговорне ВИ](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste) | | -| IX | **Додатно** | | | +| 22 | [Дубоко учење уз ојачање](./lessons/6-Other/22-DeepRL/README.md) | [PyTorch](./lessons/6-Other/22-DeepRL/CartPole-RL-PyTorch.ipynb) /[TensorFlow](./lessons/6-Other/22-DeepRL/CartPole-RL-TF.ipynb) | [Лабораторија](./lessons/6-Other/22-DeepRL/lab/README.md) | +| 23 | [Системи са више агената](./lessons/6-Other/23-MultiagentSystems/README.md) | | | +| VII | **AI етика** | | | +| 24 | [Етика у AI и одговорни AI](./lessons/7-Ethics/README.md) | [Microsoft Learn: Одговорни принципи у AI](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste) | | +| IX | **Додатак** | | | | 25 | [Мултимодалне мреже, CLIP и VQGAN](./lessons/X-Extras/X1-MultiModal/README.md) | [Бележница](./lessons/X-Extras/X1-MultiModal/Clip.ipynb) | | ## Свака лекција садржи -* Предматеријал за читање -* Извршне Јупитер бележнице, које су често специфичне за оквир (**PyTorch** или **TensorFlow**). Извршна бележница такође садржи много теоријског материјала, тако да да бисте разумели тему морате проћи кроз бар једну верзију бележнице (било PyTorch или TensorFlow). -* **Лабораторије** доступне за неке теме, које вам пружају прилику да примените научени материјал на конкретан проблем. -* Неке секције садрже линкове ка [**MS Learn**](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) модулима који покривају повезане теме. +* Материјал за претходно читање +* Извршне Јупитер бележнице, које су често специфичне за фрејмворк (**PyTorch** или **TensorFlow**). Извршна бележница такође садржи доста теоријског материјала, па да бисте разумели тему потребно је проћи кроз најмање једну верзију бележнице (или PyTorch или TensorFlow). +* **Лабораторије** доступне за неке теме, које вам пружају прилику да пробате примену наученог материјала на конкретном проблему. +* Неке секције садрже линкове ка [**MS Learn**](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) модулима који покривају сличне теме. -## Почетак +## Започните -### 🎯 Нови сте у ВИ? Почните овде! +### 🎯 Потпуно нови у AI? Почни овде! -Ако сте потпуно нови у ВИ и желите брзе, практичне примере, погледајте наше [**Примере прилагођене почетницима**](./examples/README.md)! Они укључују: +Ако сте потпуно нови у AI и желите брзе, практичне примере, погледајте наше [**Примере прилагођене почетницима**](./examples/README.md)! Они укључују: -- 🌟 **Здраво ВИ свет** - Ваш први програм вештачке интелигенције (препознавање образаца) -- 🧠 **Једноставна неуронска мрежа** - Изградите неуронску мрежу од почетка +- 🌟 **Здраво AI свету** - Ваш први AI програм (препознавање шаблона) +- 🧠 **Једноставна неуронска мрежа** - Изградите неуронску мрежу од нуле -- 🖼️ **Класификатор слика** - Класификујте слике са детаљним коментарима -- 💬 **Текстуална сентиментика** - Анализирајте позитиван/негативан текст +- 🖼️ **Класификатор слика** - Класификујте слике са детаљним коментарима +- 💬 **Текстуална сентимента** - Анализирајте позитиван/негативан текст -Ови примери су дизајнирани да вам помогну да разумете појмове везане за вештачку интелигенцију пре него што започнете са целим курикулумом. +Ови примери су направљени да вам помогну да разумете концепте вештачке интелигенције пре него што се упустите у цео курикулум. ### 📚 Подешавање целог курикулума -- Направили смо [лекцију за подешавање](./lessons/0-course-setup/setup.md) која ће вам помоћи са подешавањем вашег развојног окружења. - За предаваче, такође смо направили [лекцију за подешавање курикулума](./lessons/0-course-setup/for-teachers.md)! -- Како да [пустите код у VSCode или Codespace-у](./lessons/0-course-setup/how-to-run.md) +- Направили смо [лекцију за подешавање](./lessons/0-course-setup/setup.md) да вам помогнемо са подешавањем вашег развојног окружења. - За образовне раднике направили смо [лекцију за подешавање курикулума](./lessons/0-course-setup/for-teachers.md) и за вас! +- Како [покренути код у VSCode или Codespace](./lessons/0-course-setup/how-to-run.md) -Пратите ове кораке: +Пратите ове кораке: -Направите Форк репозиторијума: Кликните на дугме "Fork" у горњем десном углу ове странице. +Направите форк репозиторијума: Кликните на дугме "Fork" у горњем десном углу ове странице. -Клонирајте репозиторијум: `git clone https://github.com/microsoft/AI-For-Beginners.git` +Клонирајте репозиторијум: `git clone https://github.com/microsoft/AI-For-Beginners.git` -Не заборавите да означите ову репозиторију као звездицу (🌟) да бисте је касније лакше пронашли. +Не заборавите да означите (🌟) овај репо да бисте га касније лакше нашли. -## Упознајте друге учеснике +## Упознајте друге ученике -Придружите се нашем [службеном AI Discord серверу](https://aka.ms/genai-discord?WT.mc_id=academic-105485-bethanycheum) да упознате и умрежите се са другим учесницима курса и добијете подршку. +Придружите се нашем [званичном AI Discord серверу](https://aka.ms/genai-discord?WT.mc_id=academic-105485-bethanycheum) да бисте упознали и повезали се са другим ученицима који похађају овај курс и добили подршку. -Ако имате повратне информације о производу или питања током изградње, посетите наш [Azure AI Foundry Developer Forum](https://aka.ms/foundry/forum) +Ако имате повратне информације о производу или питања током рада посетите наш [Azure AI Foundry Developer Forum](https://aka.ms/foundry/forum) -## Квизови +## Квизови -> **Напомена о квизовима**: Сви квизови се налазе у фолдеру Quiz-app у etc\quiz-app, или [онлајн овде](https://ff-quizzes.netlify.app/) Они су повезани из самих лекција, апликација за квизове се може покретати локално или поставити на Azure; пратите упутства у фолдеру `quiz-app`. Они се постепено преводе. +> **Напомена о квизовима**: Сви квизови су смештени у фасциклу Quiz-app у etc\quiz-app, или [онлајн овде](https://ff-quizzes.netlify.app/) Они су повезани из унутар лекција; квиз апликација може бити покренута локално или постављена на Azure; пратите упутства у фасцикли `quiz-app`. Постепено се локализују. -## Траже се помоћници +## Траже се помоћ -Имате ли предлоге или сте пронашли правописне или грешке у коду? Поставите проблем или направите pull request. +Имате ли сугестије или сте пронашли грешке у правопису или коду? Отворите issue или направите pull request. -## Посебне захвалности +## Посебна захвалност -* **✍️ Главни аутор:** [Дмитриј Сошников](http://soshnikov.com), др -* **🔥 Уредник:** [Џен Лупер](https://twitter.com/jenlooper), др -* **🎨 Илустратор скица:** [Томоми Имура](https://twitter.com/girlie_mac) -* **✅ Креатор квизова:** [Латифа Белло](https://github.com/CinnamonXI), [MLSA](https://studentambassadors.microsoft.com/) -* **🙏 Основни сарадници:** [Евгениј Пишчик](https://github.com/Pe4enIks) +* **✍️ Главни аутор:** [Дмитриј Сошников](http://soshnikov.com), PhD +* **🔥 Уредник:** [Џен Лупер](https://twitter.com/jenlooper), PhD +* **🎨 Илустратор скичева:** [Томоми Имура](https://twitter.com/girlie_mac) +* **✅ Креатор квизова:** [Латифа Белло](https://github.com/CinnamonXI), [MLSA](https://studentambassadors.microsoft.com/) +* **🙏 Главни сарадници:** [Евгениј Пишчик](https://github.com/Pe4enIks) -## Остали курикулуми +## Остали курикулуми -Наш тим производи и друге курикулуме! Погледајте: +Наш тим производи и друге курикулуме! Погледајте: - -### LangChain -[![LangChain4j for Beginners](https://img.shields.io/badge/LangChain4j%20for%20Beginners-22C55E?style=for-the-badge&&labelColor=E5E7EB&color=0553D6)](https://aka.ms/langchain4j-for-beginners) -[![LangChain.js for Beginners](https://img.shields.io/badge/LangChain.js%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=0553D6)](https://aka.ms/langchainjs-for-beginners?WT.mc_id=m365-94501-dwahlin) + +### LangChain +[![LangChain4j for Beginners](https://img.shields.io/badge/LangChain4j%20for%20Beginners-22C55E?style=for-the-badge&&labelColor=E5E7EB&color=0553D6)](https://aka.ms/langchain4j-for-beginners) +[![LangChain.js for Beginners](https://img.shields.io/badge/LangChain.js%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=0553D6)](https://aka.ms/langchainjs-for-beginners?WT.mc_id=m365-94501-dwahlin) +[![LangChain for Beginners](https://img.shields.io/badge/LangChain%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=0553D6)](https://github.com/microsoft/langchain-for-beginners?WT.mc_id=m365-94501-dwahlin) +--- ---- +### Azure / Edge / MCP / Agents +[![AZD for Beginners](https://img.shields.io/badge/AZD%20for%20Beginners-0078D4?style=for-the-badge&labelColor=E5E7EB&color=0078D4)](https://github.com/microsoft/AZD-for-beginners?WT.mc_id=academic-105485-koreyst) +[![Edge AI for Beginners](https://img.shields.io/badge/Edge%20AI%20for%20Beginners-00B8E4?style=for-the-badge&labelColor=E5E7EB&color=00B8E4)](https://github.com/microsoft/edgeai-for-beginners?WT.mc_id=academic-105485-koreyst) +[![MCP for Beginners](https://img.shields.io/badge/MCP%20for%20Beginners-009688?style=for-the-badge&labelColor=E5E7EB&color=009688)](https://github.com/microsoft/mcp-for-beginners?WT.mc_id=academic-105485-koreyst) +[![AI Agents for Beginners](https://img.shields.io/badge/AI%20Agents%20for%20Beginners-00C49A?style=for-the-badge&labelColor=E5E7EB&color=00C49A)](https://github.com/microsoft/ai-agents-for-beginners?WT.mc_id=academic-105485-koreyst) -### Azure / Edge / MCP / Agents -[![AZD for Beginners](https://img.shields.io/badge/AZD%20for%20Beginners-0078D4?style=for-the-badge&labelColor=E5E7EB&color=0078D4)](https://github.com/microsoft/AZD-for-beginners?WT.mc_id=academic-105485-koreyst) -[![Edge AI for Beginners](https://img.shields.io/badge/Edge%20AI%20for%20Beginners-00B8E4?style=for-the-badge&labelColor=E5E7EB&color=00B8E4)](https://github.com/microsoft/edgeai-for-beginners?WT.mc_id=academic-105485-koreyst) -[![MCP for Beginners](https://img.shields.io/badge/MCP%20for%20Beginners-009688?style=for-the-badge&labelColor=E5E7EB&color=009688)](https://github.com/microsoft/mcp-for-beginners?WT.mc_id=academic-105485-koreyst) -[![AI Agents for Beginners](https://img.shields.io/badge/AI%20Agents%20for%20Beginners-00C49A?style=for-the-badge&labelColor=E5E7EB&color=00C49A)](https://github.com/microsoft/ai-agents-for-beginners?WT.mc_id=academic-105485-koreyst) +--- ---- - -### Сериија генеративне вештачке интелигенције -[![Generative AI for Beginners](https://img.shields.io/badge/Generative%20AI%20for%20Beginners-8B5CF6?style=for-the-badge&labelColor=E5E7EB&color=8B5CF6)](https://github.com/microsoft/generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) -[![Generative AI (.NET)](https://img.shields.io/badge/Generative%20AI%20(.NET)-9333EA?style=for-the-badge&labelColor=E5E7EB&color=9333EA)](https://github.com/microsoft/Generative-AI-for-beginners-dotnet?WT.mc_id=academic-105485-koreyst) -[![Generative AI (Java)](https://img.shields.io/badge/Generative%20AI%20(Java)-C084FC?style=for-the-badge&labelColor=E5E7EB&color=C084FC)](https://github.com/microsoft/generative-ai-for-beginners-java?WT.mc_id=academic-105485-koreyst) -[![Generative AI (JavaScript)](https://img.shields.io/badge/Generative%20AI%20(JavaScript)-E879F9?style=for-the-badge&labelColor=E5E7EB&color=E879F9)](https://github.com/microsoft/generative-ai-with-javascript?WT.mc_id=academic-105485-koreyst) +### Генеративни AI серијал +[![Generative AI for Beginners](https://img.shields.io/badge/Generative%20AI%20for%20Beginners-8B5CF6?style=for-the-badge&labelColor=E5E7EB&color=8B5CF6)](https://github.com/microsoft/generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst) +[![Generative AI (.NET)](https://img.shields.io/badge/Generative%20AI%20(.NET)-9333EA?style=for-the-badge&labelColor=E5E7EB&color=9333EA)](https://github.com/microsoft/Generative-AI-for-beginners-dotnet?WT.mc_id=academic-105485-koreyst) +[![Generative AI (Java)](https://img.shields.io/badge/Generative%20AI%20(Java)-C084FC?style=for-the-badge&labelColor=E5E7EB&color=C084FC)](https://github.com/microsoft/generative-ai-for-beginners-java?WT.mc_id=academic-105485-koreyst) +[![Generative AI (JavaScript)](https://img.shields.io/badge/Generative%20AI%20(JavaScript)-E879F9?style=for-the-badge&labelColor=E5E7EB&color=E879F9)](https://github.com/microsoft/generative-ai-with-javascript?WT.mc_id=academic-105485-koreyst) ---- - -### Основно учење -[![ML for Beginners](https://img.shields.io/badge/ML%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=22C55E)](https://aka.ms/ml-beginners?WT.mc_id=academic-105485-koreyst) -[![Data Science for Beginners](https://img.shields.io/badge/Data%20Science%20for%20Beginners-84CC16?style=for-the-badge&labelColor=E5E7EB&color=84CC16)](https://aka.ms/datascience-beginners?WT.mc_id=academic-105485-koreyst) -[![AI for Beginners](https://img.shields.io/badge/AI%20for%20Beginners-A3E635?style=for-the-badge&labelColor=E5E7EB&color=A3E635)](https://aka.ms/ai-beginners?WT.mc_id=academic-105485-koreyst) -[![Cybersecurity for Beginners](https://img.shields.io/badge/Cybersecurity%20for%20Beginners-F97316?style=for-the-badge&labelColor=E5E7EB&color=F97316)](https://github.com/microsoft/Security-101?WT.mc_id=academic-96948-sayoung) -[![Web Dev for Beginners](https://img.shields.io/badge/Web%20Dev%20for%20Beginners-EC4899?style=for-the-badge&labelColor=E5E7EB&color=EC4899)](https://aka.ms/webdev-beginners?WT.mc_id=academic-105485-koreyst) -[![IoT for Beginners](https://img.shields.io/badge/IoT%20for%20Beginners-14B8A6?style=for-the-badge&labelColor=E5E7EB&color=14B8A6)](https://aka.ms/iot-beginners?WT.mc_id=academic-105485-koreyst) -[![XR Development for Beginners](https://img.shields.io/badge/XR%20Development%20for%20Beginners-38BDF8?style=for-the-badge&labelColor=E5E7EB&color=38BDF8)](https://github.com/microsoft/xr-development-for-beginners?WT.mc_id=academic-105485-koreyst) +--- ---- - -### Сериија Copilot -[![Copilot for AI Paired Programming](https://img.shields.io/badge/Copilot%20for%20AI%20Paired%20Programming-FACC15?style=for-the-badge&labelColor=E5E7EB&color=FACC15)](https://aka.ms/GitHubCopilotAI?WT.mc_id=academic-105485-koreyst) -[![Copilot for C#/.NET](https://img.shields.io/badge/Copilot%20for%20C%23/.NET-FBBF24?style=for-the-badge&labelColor=E5E7EB&color=FBBF24)](https://github.com/microsoft/mastering-github-copilot-for-dotnet-csharp-developers?WT.mc_id=academic-105485-koreyst) -[![Copilot Adventure](https://img.shields.io/badge/Copilot%20Adventure-FDE68A?style=for-the-badge&labelColor=E5E7EB&color=FDE68A)](https://github.com/microsoft/CopilotAdventures?WT.mc_id=academic-105485-koreyst) - +### Основно учење +[![ML for Beginners](https://img.shields.io/badge/ML%20for%20Beginners-22C55E?style=for-the-badge&labelColor=E5E7EB&color=22C55E)](https://aka.ms/ml-beginners?WT.mc_id=academic-105485-koreyst) +[![Data Science for Beginners](https://img.shields.io/badge/Data%20Science%20for%20Beginners-84CC16?style=for-the-badge&labelColor=E5E7EB&color=84CC16)](https://aka.ms/datascience-beginners?WT.mc_id=academic-105485-koreyst) +[![AI for Beginners](https://img.shields.io/badge/AI%20for%20Beginners-A3E635?style=for-the-badge&labelColor=E5E7EB&color=A3E635)](https://aka.ms/ai-beginners?WT.mc_id=academic-105485-koreyst) +[![Cybersecurity for Beginners](https://img.shields.io/badge/Cybersecurity%20for%20Beginners-F97316?style=for-the-badge&labelColor=E5E7EB&color=F97316)](https://github.com/microsoft/Security-101?WT.mc_id=academic-96948-sayoung) +[![Web Dev for Beginners](https://img.shields.io/badge/Web%20Dev%20for%20Beginners-EC4899?style=for-the-badge&labelColor=E5E7EB&color=EC4899)](https://aka.ms/webdev-beginners?WT.mc_id=academic-105485-koreyst) +[![IoT for Beginners](https://img.shields.io/badge/IoT%20for%20Beginners-14B8A6?style=for-the-badge&labelColor=E5E7EB&color=14B8A6)](https://aka.ms/iot-beginners?WT.mc_id=academic-105485-koreyst) +[![XR Development for Beginners](https://img.shields.io/badge/XR%20Development%20for%20Beginners-38BDF8?style=for-the-badge&labelColor=E5E7EB&color=38BDF8)](https://github.com/microsoft/xr-development-for-beginners?WT.mc_id=academic-105485-koreyst) -## Како добити помоћ +--- -Ако запнете или имате било каквих питања о изради AI апликација, придружите се осталим учесницима и искусним програмерима у дискусијама о MCP. То је подржана заједница у којој су питања добродошла и знање се слободно дели. +### Copilot серијал +[![Copilot for AI Paired Programming](https://img.shields.io/badge/Copilot%20for%20AI%20Paired%20Programming-FACC15?style=for-the-badge&labelColor=E5E7EB&color=FACC15)](https://aka.ms/GitHubCopilotAI?WT.mc_id=academic-105485-koreyst) +[![Copilot for C#/.NET](https://img.shields.io/badge/Copilot%20for%20C%23/.NET-FBBF24?style=for-the-badge&labelColor=E5E7EB&color=FBBF24)](https://github.com/microsoft/mastering-github-copilot-for-dotnet-csharp-developers?WT.mc_id=academic-105485-koreyst) +[![Copilot Adventure](https://img.shields.io/badge/Copilot%20Adventure-FDE68A?style=for-the-badge&labelColor=E5E7EB&color=FDE68A)](https://github.com/microsoft/CopilotAdventures?WT.mc_id=academic-105485-koreyst) + + +## Тражите помоћ + +Ако сте заглављени или имате питања о изради AI апликација. Придружите се другим ученицима и искусним програмерима у дискусијама о MCP. То је подржавајућа заједница у којој су питања добродошла и знање се слободно дели. [![Microsoft Foundry Discord](https://dcbadge.limes.pink/api/server/nTYy5BXMWG)](https://discord.gg/nTYy5BXMWG) -Ако имате повратне информације о производу или грешке током изградње посетите: +Ако имате повратне информације о производу или грешке током рада посетите: [![Microsoft Foundry Developer Forum](https://img.shields.io/badge/GitHub-Microsoft_Foundry_Developer_Forum-blue?style=for-the-badge&logo=github&color=000000&logoColor=fff)](https://aka.ms/foundry/forum) --- -**Одрицање одговорности**: -Овај документ је преведен коришћењем AI сервиса за превод [Co-op Translator](https://github.com/Azure/co-op-translator). Иако се трудимо да превод буде тачан, молимо имајте у виду да аутоматизовани преводи могу садржати грешке или нетачности. Изворни документ на матичном језику треба сматрати ауторитетним извором. За критичне информације препоручује се професионални људски превод. Нисмо одговорни за било каква неспоразуми или погрешна тумачења која могу настати употребом овог превода. +**Одрицање од одговорности**: +Овај документ је преведен помоћу AI сервиса за превођење [Co-op Translator](https://github.com/Azure/co-op-translator). Иако се трудимо да превод буде тачан, имајте у виду да аутоматски преводи могу садржати грешке или нетачности. Оригинални документ на његовом изворном језику треба посматрати као ауторитет. За критичне информације препоручује се професионални превод од стране људског преводиоца. Не одговарамо за било какве неспоразуме или погрешна тумачења која могу настати употребом овог превода. \ No newline at end of file