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"language_code": "ms"
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},
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"README.md": {
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"original_hash": "1984fc89dd304a8a33ab5584691a99aa",
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"translation_date": "2026-01-30T02:17:20+00:00",
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"original_hash": "75fe3383afc51eaa84b82ace619ffea7",
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"translation_date": "2026-02-06T08:44:28+00:00",
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"source_file": "README.md",
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"language_code": "ms"
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},
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@ -18,28 +18,28 @@
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|:---:|
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| AI Untuk Pemula - _Sketchnote oleh [@girlie_mac](https://twitter.com/girlie_mac)_ |
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Terokai dunia **Kecerdasan Buatan** (AI) dengan kurikulum 12-minggu, 24-pelajaran kami! Ia termasuk pelajaran praktikal, kuiz, dan makmal. Kurikulum ini mesra pemula dan merangkumi alat seperti TensorFlow dan PyTorch, serta etika dalam AI
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Terokai dunia **Kecerdasan Buatan** (AI) dengan kurikulum 12-minggu, 24-pelajaran kami! Ia merangkumi pelajaran praktikal, kuiz, dan makmal. Kurikulum ini mesra pemula dan meliputi alat seperti TensorFlow dan PyTorch, serta etika dalam AI
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### 🌐 Sokongan Pelbagai Bahasa
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#### Disokong melalui GitHub Action (Automatik & Sentiasa Dikemas Kini)
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#### Disokong melalui Tindakan GitHub (Automatik & Sentiasa Dikemaskini)
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<!-- CO-OP TRANSLATOR LANGUAGES TABLE START -->
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[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](./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)
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> **Lebih Suka Klon Secara Tempatan?**
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> Repositori ini merangkumi lebih 50 terjemahan bahasa yang secara signifikan meningkatkan saiz muat turun. Untuk klon tanpa terjemahan, gunakan sparse checkout:
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> Repositori ini merangkumi lebih 50 terjemahan bahasa yang meningkatkan saiz muat turun dengan ketara. Untuk klon tanpa terjemahan, gunakan sparse checkout:
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> ```bash
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> git clone --filter=blob:none --sparse https://github.com/microsoft/AI-For-Beginners.git
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> cd AI-For-Beginners
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> git sparse-checkout set --no-cone '/*' '!translations' '!translated_images'
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> ```
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> Ini memberikan anda semua yang anda perlukan untuk menyelesaikan kursus dengan muat turun yang lebih pantas.
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> Ini memberi anda segala yang anda perlukan untuk menyelesaikan kursus dengan muat turun yang jauh lebih pantas.
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<!-- CO-OP TRANSLATOR LANGUAGES TABLE END -->
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**Jika anda ingin agar bahasa terjemahan tambahan disokong disenaraikan [di sini](https://github.com/Azure/co-op-translator/blob/main/getting_started/supported-languages.md)**
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**Jika anda ingin bahasa terjemahan tambahan disokong disenaraikan [di sini](https://github.com/Azure/co-op-translator/blob/main/getting_started/supported-languages.md)**
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## Sertai Komuniti
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[](https://discord.gg/nTYy5BXMWG)
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@ -50,166 +50,167 @@ Terokai dunia **Kecerdasan Buatan** (AI) dengan kurikulum 12-minggu, 24-pelajara
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Dalam kurikulum ini, anda akan belajar:
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* Pendekatan yang berbeza untuk Kecerdasan Buatan, termasuk pendekatan simbolik "lama" dengan **Perwakilan Pengetahuan** dan penaakulan ([GOFAI](https://en.wikipedia.org/wiki/Symbolic_artificial_intelligence)).
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* **Rangkaian Neural** dan **Pembelajaran Mendalam**, yang merupakan teras AI moden. Kami akan menggambarkan konsep di sebalik topik penting ini menggunakan kod dalam dua kerangka kerja paling popular - [TensorFlow](http://Tensorflow.org) dan [PyTorch](http://pytorch.org).
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* **Senibina Neural** untuk bekerja dengan imej dan teks. Kami akan merangkumi model terkini tetapi mungkin agak kekurangan dalam tahap terkini.
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* Pendekatan AI yang kurang popular, seperti **Algoritma Genetik** dan **Sistem Multi-Ejen**.
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* Pendekatan berbeza terhadap Kecerdasan Buatan, termasuk pendekatan simbolik "lama yang baik" dengan **Perwakilan Pengetahuan** dan penaakulan ([GOFAI](https://en.wikipedia.org/wiki/Symbolic_artificial_intelligence)).
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* **Rangkaian Neural** dan **Pembelajaran Mendalam**, yang merupakan teras AI moden. Kami akan menggambarkan konsep di sebalik topik penting ini menggunakan kod dalam dua rangka kerja paling popular - [TensorFlow](http://Tensorflow.org) dan [PyTorch](http://pytorch.org).
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* **Seni Bina Neural** untuk kerja dengan imej dan teks. Kami akan merangkumi model terkini tetapi mungkin agak kurang dari segi keadaan seni terkini.
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* Pendekatan AI yang kurang popular, seperti **Algoritma Genetik** dan **Sistem Agen Pelbagai**.
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Apa yang tidak akan kami bahas dalam kurikulum ini:
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Apa yang tidak akan kami liputi dalam kurikulum ini:
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> [Cari semua sumber tambahan untuk kursus ini dalam koleksi Microsoft Learn kami](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum)
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> [Temui semua sumber tambahan untuk kursus ini dalam koleksi Microsoft Learn kami](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum)
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* Kes perniagaan penggunaan **AI dalam Perniagaan**. Pertimbangkan untuk mengambil laluan pembelajaran [Pengenalan kepada AI untuk pengguna perniagaan](https://docs.microsoft.com/learn/paths/introduction-ai-for-business-users/?WT.mc_id=academic-77998-bethanycheum) di Microsoft Learn, atau [Sekolah Perniagaan AI](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-bethanycheum), yang dibangunkan dengan kerjasama [INSEAD](https://www.insead.edu/).
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* **Pembelajaran Mesin Klasik**, yang diterangkan dengan baik dalam [Kurikulum Pembelajaran Mesin untuk Pemula](http://github.com/Microsoft/ML-for-Beginners).
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* Aplikasi AI praktikal yang dibina menggunakan **[Perkhidmatan Kognitif](https://azure.microsoft.com/services/cognitive-services/?WT.mc_id=academic-77998-bethanycheum)**. Untuk ini, kami mengesyorkan anda bermula dengan modul Microsoft Learn untuk [penglihatan](https://docs.microsoft.com/learn/paths/create-computer-vision-solutions-azure-cognitive-services/?WT.mc_id=academic-77998-bethanycheum), [pemprosesan bahasa semula jadi](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-bethanycheum), **[Generative AI dengan Azure OpenAI Service](https://learn.microsoft.com/en-us/training/paths/develop-ai-solutions-azure-openai/?WT.mc_id=academic-77998-bethanycheum)** dan lain-lain.
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* Kerangka kerja **Cloud ML** khusus, seperti [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), atau [Azure Databricks](https://docs.microsoft.com/learn/paths/data-engineer-azure-databricks?WT.mc_id=academic-77998-bethanycheum). Pertimbangkan menggunakan laluan pembelajaran [Bina dan operasi penyelesaian pembelajaran mesin dengan Azure Machine Learning](https://docs.microsoft.com/learn/paths/build-ai-solutions-with-azure-ml-service/?WT.mc_id=academic-77998-bethanycheum) dan [Bina dan Operasi Penyelesaian Pembelajaran Mesin dengan Azure Databricks](https://docs.microsoft.com/learn/paths/build-operate-machine-learning-solutions-azure-databricks/?WT.mc_id=academic-77998-bethanycheum).
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* **AI Perbualan** dan **Chat Bot**. Terdapat laluan pembelajaran [Cipta penyelesaian AI perbualan](https://docs.microsoft.com/learn/paths/create-conversational-ai-solutions/?WT.mc_id=academic-77998-bethanycheum) yang berasingan, dan anda juga boleh merujuk kepada [pos blog ini](https://soshnikov.com/azure/hello-bot-conversational-ai-on-microsoft-platform/) untuk maklumat lanjut.
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* **Matematik Mendalam** di sebalik pembelajaran mendalam. Untuk ini, kami mengesyorkan [Deep Learning](https://www.amazon.com/Deep-Learning-Adaptive-Computation-Machine/dp/0262035618) oleh Ian Goodfellow, Yoshua Bengio dan Aaron Courville, yang juga tersedia dalam talian di [https://www.deeplearningbook.org/](https://www.deeplearningbook.org/).
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* Kes perniagaan menggunakan **AI dalam Perniagaan**. Pertimbangkan untuk mengambil laluan pembelajaran [Pengenalan kepada AI untuk pengguna perniagaan](https://docs.microsoft.com/learn/paths/introduction-ai-for-business-users/?WT.mc_id=academic-77998-bethanycheum) di Microsoft Learn, atau [Sekolah Perniagaan AI](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-bethanycheum), yang dibangunkan kerjasama dengan [INSEAD](https://www.insead.edu/).
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* **Pembelajaran Mesin Klasik**, yang diterangkan dengan baik dalam [Kurikulum Pembelajaran Mesin untuk Pemula](http://github.com/Microsoft/ML-for-Beginners) kami.
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* Aplikasi AI praktikal dibina menggunakan **[Perkhidmatan Kognitif](https://azure.microsoft.com/services/cognitive-services/?WT.mc_id=academic-77998-bethanycheum)**. Untuk ini, kami mengesyorkan anda mula dengan modul Microsoft Learn untuk [penglihatan](https://docs.microsoft.com/learn/paths/create-computer-vision-solutions-azure-cognitive-services/?WT.mc_id=academic-77998-bethanycheum), [pemprosesan bahasa semulajadi](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-bethanycheum), **[AI Generatif dengan Azure OpenAI Service](https://learn.microsoft.com/en-us/training/paths/develop-ai-solutions-azure-openai/?WT.mc_id=academic-77998-bethanycheum)** dan lain-lain.
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* **Rangka Kerja Awan ML** tertentu, seperti [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), atau [Azure Databricks](https://docs.microsoft.com/learn/paths/data-engineer-azure-databricks?WT.mc_id=academic-77998-bethanycheum). Pertimbangkan menggunakan laluan pembelajaran [Bina dan Operasi penyelesaian pembelajaran mesin dengan Azure Machine Learning](https://docs.microsoft.com/learn/paths/build-ai-solutions-with-azure-ml-service/?WT.mc_id=academic-77998-bethanycheum) dan [Bina dan Operasi Penyelesaian Pembelajaran Mesin dengan Azure Databricks](https://docs.microsoft.com/learn/paths/build-operate-machine-learning-solutions-azure-databricks/?WT.mc_id=academic-77998-bethanycheum).
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* **AI Bersifat Perbualan** dan **Chat Bot**. Terdapat laluan pembelajaran berasingan [Mewujudkan penyelesaian AI perbualan](https://docs.microsoft.com/learn/paths/create-conversational-ai-solutions/?WT.mc_id=academic-77998-bethanycheum), dan anda juga boleh merujuk [post blog ini](https://soshnikov.com/azure/hello-bot-conversational-ai-on-microsoft-platform/) untuk maklumat lebih lanjut.
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* **Matematik Mendalam** di sebalik pembelajaran mendalam. Untuk ini, kami mengesyorkan [Deep Learning](https://www.amazon.com/Deep-Learning-Adaptive-Computation-Machine/dp/0262035618) oleh Ian Goodfellow, Yoshua Bengio dan Aaron Courville, yang juga tersedia secara dalam talian di [https://www.deeplearningbook.org/](https://www.deeplearningbook.org/).
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Untuk pengenalan ringan kepada topik _AI dalam Awan_ anda boleh mempertimbangkan untuk mengambil Laluan Pembelajaran [Mula dengan kecerdasan buatan di Azure](https://docs.microsoft.com/learn/paths/get-started-with-artificial-intelligence-on-azure/?WT.mc_id=academic-77998-bethanycheum).
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Untuk pengenalan lembut kepada topik _AI di Awan_ anda boleh mempertimbangkan mengambil Laluan Pembelajaran [Mula dengan kecerdasan buatan di Azure](https://docs.microsoft.com/learn/paths/get-started-with-artificial-intelligence-on-azure/?WT.mc_id=academic-77998-bethanycheum).
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# Kandungan
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| | Pautan Pelajaran | PyTorch/Keras/TensorFlow | Makmal |
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| :-: | :----------------------------------------------------------------------------------------------------------------------------------------------: | :---------------------------------------------------------------------------------------------: | ------------------------------------------------------------------------------ |
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| 0 | [Penyiapan Kursus](./lessons/0-course-setup/setup.md) | [Sediakan Persekitaran Pembangunan Anda](./lessons/0-course-setup/how-to-run.md) | |
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| | Pautan Pelajaran | PyTorch/Keras/TensorFlow | Makmal |
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| :-: | :------------------------------------------------------------------------------------------------------------------------------------------: | :---------------------------------------------------------------------------------------------: | ------------------------------------------------------------------------------ |
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| 0 | [Persediaan Kursus](./lessons/0-course-setup/setup.md) | [Sediakan Persekitaran Pembangunan Anda](./lessons/0-course-setup/how-to-run.md) | |
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| I | [**Pengenalan kepada AI**](./lessons/1-Intro/README.md) | | |
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| 01 | [Pengenalan dan Sejarah AI](./lessons/1-Intro/README.md) | - | - |
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| II | **AI Simbolik** |
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| 02 | [Perwakilan Pengetahuan dan Sistem Pakar](./lessons/2-Symbolic/README.md) | [Sistem Pakar](./lessons/2-Symbolic/Animals.ipynb) / [Ontology](./lessons/2-Symbolic/FamilyOntology.ipynb) /[Graf Konsep](./lessons/2-Symbolic/MSConceptGraph.ipynb) | |
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| 02 | [Perwakilan Pengetahuan dan Sistem Pakar](./lessons/2-Symbolic/README.md) | [Sistem Pakar](./lessons/2-Symbolic/Animals.ipynb) / [Ontologi](./lessons/2-Symbolic/FamilyOntology.ipynb) /[Graf Konsep](./lessons/2-Symbolic/MSConceptGraph.ipynb) | |
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| III | [**Pengenalan kepada Rangkaian Neural**](./lessons/3-NeuralNetworks/README.md) |||
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| 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) |
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| 04 | [Perceptron Berlapis dan Mewujudkan Rangka Kerja kami sendiri](./lessons/3-NeuralNetworks/04-OwnFramework/README.md) | [Notebook](./lessons/3-NeuralNetworks/04-OwnFramework/OwnFramework.ipynb) | [Lab](./lessons/3-NeuralNetworks/04-OwnFramework/lab/README.md) |
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| 05 | [Pengenalan kepada Rangka Kerja (PyTorch/TensorFlow) dan Overfitting](./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) |
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| 04 | [Perceptron Berbilang Lapisan dan Mewujudkan Kerangka Kerja Kami Sendiri](./lessons/3-NeuralNetworks/04-OwnFramework/README.md) | [Notebook](./lessons/3-NeuralNetworks/04-OwnFramework/OwnFramework.ipynb) | [Lab](./lessons/3-NeuralNetworks/04-OwnFramework/lab/README.md) |
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| 05 | [Pengenalan kepada Kerangka Kerja (PyTorch/TensorFlow) dan Overfitting](./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) |
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| IV | [**Penglihatan Komputer**](./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)| [Terokai Penglihatan Komputer di Microsoft Azure](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) |
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| 06 | [Pengenalan kepada Penglihatan Komputer. 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) |
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| 07 | [Rangkaian Neural Konvolusional](./lessons/4-ComputerVision/07-ConvNets/README.md) & [Seni Bina 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) |
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| 08 | [Rangkaian Pra-latih dan Pembelajaran Pemindahan](./lessons/4-ComputerVision/08-TransferLearning/README.md) dan [Trik Latihan](./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) |
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| 09 | [Autoencoder dan VAE](./lessons/4-ComputerVision/09-Autoencoders/README.md) | [PyTorch](./lessons/4-ComputerVision/09-Autoencoders/AutoEncodersPyTorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/09-Autoencoders/AutoencodersTF.ipynb) | |
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| 08 | [Rangkaian Pra-latih dan Pembelajaran Pemindahan](./lessons/4-ComputerVision/08-TransferLearning/README.md) dan [Petua Latihan](./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) |
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| 09 | [Autoencoders dan VAE](./lessons/4-ComputerVision/09-Autoencoders/README.md) | [PyTorch](./lessons/4-ComputerVision/09-Autoencoders/AutoEncodersPyTorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/09-Autoencoders/AutoencodersTF.ipynb) | |
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| 10 | [Rangkaian Adversarial Generatif & Pemindahan Gaya Artistik](./lessons/4-ComputerVision/10-GANs/README.md) | [PyTorch](./lessons/4-ComputerVision/10-GANs/GANPyTorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/10-GANs/GANTF.ipynb) | |
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| 11 | [Pengesanan Objek](./lessons/4-ComputerVision/11-ObjectDetection/README.md) | [TensorFlow](./lessons/4-ComputerVision/11-ObjectDetection/ObjectDetection.ipynb) | [Lab](./lessons/4-ComputerVision/11-ObjectDetection/lab/README.md) |
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| 12 | [Segementasi Semantik. 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) | |
|
||||
| 12 | [Segmentasi Semantik. 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 | [**Pemprosesan Bahasa Semula Jadi**](./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) | [Terokai Pemprosesan Bahasa Semula Jadi di Microsoft Azure](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum)|
|
||||
| 13 | [Perwakilan Teks. 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 | [Embedding perkataan semantik. Word2Vec dan 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 | [Pemodelan Bahasa. Melatih embedding anda sendiri](./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) |
|
||||
| 14 | [Pengembaraan kata semantik. Word2Vec dan 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 | [Pemodelan Bahasa. Melatih pengembaraan anda sendiri](./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 | [Rangkaian Neural Rekuren](./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 | [Rangkaian Rekuren Generatif](./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 | [Transformer. 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 | [Pengecaman Entiti Bernama](./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 | [Model Bahasa Besar, Pengaturcaraan Prompt dan Tugas 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 | [Pengenalan Entiti Bernama](./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 | [Model Bahasa Besar, Pengaturcaraan Prompt dan Tugas Sedikit-Tembakan](./lessons/5-NLP/20-LangModels/README.md) | [PyTorch](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/20-LangModels/GPT-PyTorch.ipynb) | |
|
||||
| VI | **Teknik AI Lain** || |
|
||||
| 21 | [Algoritma Genetik](./lessons/6-Other/21-GeneticAlgorithms/README.md) | [Notebook](./lessons/6-Other/21-GeneticAlgorithms/Genetic.ipynb) | |
|
||||
| 22 | [Pembelajaran Penguatan Mendalam](./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 | [Sistem Agen Pelbagai](./lessons/6-Other/23-MultiagentSystems/README.md) | | |
|
||||
| 22 | [Pembelajaran Penguatan Dalam](./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 | [Sistem Berbilang Ejen](./lessons/6-Other/23-MultiagentSystems/README.md) | | |
|
||||
| VII | **Etika AI** | | |
|
||||
| 24 | [Etika AI dan AI yang Bertanggungjawab](./lessons/7-Ethics/README.md) | [Microsoft Learn: Prinsip AI yang Bertanggungjawab](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste) | |
|
||||
| 24 | [Etika AI dan AI Bertanggungjawab](./lessons/7-Ethics/README.md) | [Microsoft Learn: Prinsip AI Bertanggungjawab](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste) | |
|
||||
| IX | **Tambahan** | | |
|
||||
| 25 | [Rangkaian Multi-Mod, CLIP dan VQGAN](./lessons/X-Extras/X1-MultiModal/README.md) | [Notebook](./lessons/X-Extras/X1-MultiModal/Clip.ipynb) | |
|
||||
| 25 | [Rangkaian Pelbagai Modal, CLIP dan VQGAN](./lessons/X-Extras/X1-MultiModal/README.md) | [Notebook](./lessons/X-Extras/X1-MultiModal/Clip.ipynb) | |
|
||||
|
||||
## Setiap pelajaran mengandungi
|
||||
|
||||
* Bahan pra-pembacaan
|
||||
* Jupyter Notebook yang boleh dilaksanakan, yang sering khusus untuk rangka kerja (**PyTorch** atau **TensorFlow**). Notebook yang boleh dilaksanakan juga mengandungi banyak bahan teori, jadi untuk memahami topik anda perlu melalui sekurang-kurangnya satu versi notebook (sama ada PyTorch atau TensorFlow).
|
||||
* **Makmal** tersedia untuk beberapa topik, yang memberi peluang kepada anda untuk mencuba menerapkan bahan yang telah anda pelajari pada masalah tertentu.
|
||||
* Sesetengah bahagian mengandungi pautan ke modul [**MS Learn**](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) yang merangkumi topik berkaitan.
|
||||
* Jupyter Notebooks boleh jalankan, yang kebiasaannya khusus untuk kerangka kerja (**PyTorch** atau **TensorFlow**). Notebook boleh jalankan juga mengandungi banyak bahan teori, jadi untuk memahami topik anda perlu melalui sekurang-kurangnya satu versi notebook (sama ada PyTorch atau TensorFlow).
|
||||
* **Makmal** tersedia untuk beberapa topik, yang memberi anda peluang untuk mencuba menggunakan bahan yang anda telah pelajari untuk masalah tertentu.
|
||||
* Sesetengah seksyen mengandungi pautan kepada modul [**MS Learn**](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) yang merangkumi topik berkaitan.
|
||||
|
||||
## Memulakan
|
||||
|
||||
### 🎯 Baru kepada AI? Bermula di sini!
|
||||
### 🎯 Baru kepada AI? Mulakan Di Sini!
|
||||
|
||||
Jika anda benar-benar baru dalam AI dan mahukan contoh praktikal yang cepat, lihat [**Contoh Mesra Pemula**](./examples/README.md) kami! Ini termasuk:
|
||||
Jika anda benar-benar baru dalam AI dan mahu contoh cepat dan praktikal, lihatlah [**Contoh Mesra Pemula**](./examples/README.md)! Ini termasuk:
|
||||
|
||||
- 🌟 **Hello AI World** - Program AI pertama anda (pengenalan corak)
|
||||
- 🧠 **Rangkaian Neural Mudah** - Bina rangkaian neural dari mula
|
||||
- 🧠 **Rangkaian Neural Mudah** - Bina rangkaian neural dari kosong
|
||||
|
||||
- 🖼️ **Pengelasan Imej** - Klasifikasikan imej dengan ulasan terperinci
|
||||
- 💬 **Sentimen Teks** - Analisis teks positif/negatif
|
||||
- 🖼️ **Pengelasan Imej** - Mengelaskan imej dengan komen terperinci
|
||||
- 💬 **Sentimen Teks** - Menganalisis teks positif/negatif
|
||||
|
||||
Contoh-contoh ini direka untuk membantu anda memahami konsep AI sebelum menyelami kurikulum penuh.
|
||||
Contoh-contoh ini direka untuk membantu anda memahami konsep AI sebelum menyelami keseluruhan kurikulum.
|
||||
|
||||
### 📚 Persediaan Kurikulum Penuh
|
||||
|
||||
- Kami telah mencipta [pelajaran persediaan](./lessons/0-course-setup/setup.md) untuk membantu anda menyediakan persekitaran pembangunan anda. - Untuk pendidik, kami juga telah menyediakan [pelajaran persediaan kurikulum](./lessons/0-course-setup/for-teachers.md) untuk anda!
|
||||
- Cara untuk [Jalankan kod dalam VSCode atau Codespace](./lessons/0-course-setup/how-to-run.md)
|
||||
- Kami telah mencipta [pelajaran persediaan](./lessons/0-course-setup/setup.md) untuk membantu anda menyediakan persekitaran pembangunan anda.
|
||||
- Untuk Pendidik, kami juga telah mencipta [pelajaran persediaan kurikulum](./lessons/0-course-setup/for-teachers.md) untuk anda!
|
||||
- Cara untuk [Menjalankan kod dalam VSCode atau Codespace](./lessons/0-course-setup/how-to-run.md)
|
||||
|
||||
Ikuti langkah-langkah ini:
|
||||
|
||||
Fork Repositori: Klik butang "Fork" di penjuru kanan atas halaman ini.
|
||||
Fork Repositori: Klik pada butang "Fork" di penjuru kanan atas halaman ini.
|
||||
|
||||
Clone Repositori: `git clone https://github.com/microsoft/AI-For-Beginners.git`
|
||||
Clone Repositori: `git clone https://github.com/microsoft/AI-For-Beginners.git`
|
||||
|
||||
Jangan lupa untuk membintangi (🌟) repo ini supaya anda dapat mencarinya dengan lebih mudah kemudian.
|
||||
Jangan lupa untuk beri bintang (🌟) pada repo ini supaya mudah dicari kemudian.
|
||||
|
||||
## Berjumpa dengan Pelajar Lain
|
||||
## Berjumpa Pelajar Lain
|
||||
|
||||
Sertai [pelayan Discord AI rasmi kami](https://aka.ms/genai-discord?WT.mc_id=academic-105485-bethanycheum) untuk berjumpa dan berhubung dengan pelajar lain yang mengikuti kursus ini serta mendapatkan sokongan.
|
||||
Sertai [pelayan Discord AI rasmi kami](https://aka.ms/genai-discord?WT.mc_id=academic-105485-bethanycheum) untuk berjumpa dan berhubung dengan pelajar-pelajar lain yang mengikuti kursus ini dan dapatkan sokongan.
|
||||
|
||||
Sekiranya anda mempunyai maklum balas produk atau soalan semasa membina, kunjungi [Azure AI Foundry Developer Forum](https://aka.ms/foundry/forum)
|
||||
Jika anda mempunyai maklum balas produk atau soalan semasa membina, kunjungi [Forum Pemaju Azure AI Foundry kami](https://aka.ms/foundry/forum)
|
||||
|
||||
## Kuiz
|
||||
|
||||
> **Nota tentang kuiz**: Semua kuiz terkandung dalam folder Quiz-app di etc\quiz-app, atau [Dalam Talian Di Sini](https://ff-quizzes.netlify.app/) Kuiz-kuiz tersebut dipautkan dari dalam pelajaran, aplikasi kuiz boleh dijalankan secara tempatan atau dideploy ke Azure; ikut arahan dalam folder `quiz-app`. Ia sedang diperingkatkan untuk pelokalan.
|
||||
> **Nota tentang kuiz**: Semua kuiz terkandung dalam folder Quiz-app di etc\quiz-app, atau [Dalam Talian Di Sini](https://ff-quizzes.netlify.app/) Mereka dipautkan dari dalam pelajaran. Aplikasi kuiz boleh dijalankan secara tempatan atau dideploy ke Azure; ikut arahan dalam folder `quiz-app`. Kuiz ini sedang secara beransur-ansur diterjemahkan.
|
||||
|
||||
## Bantuan Diperlukan
|
||||
## Memerlukan Bantuan
|
||||
|
||||
Ada cadangan atau menjumpai kesilapan ejaan atau kod? Buka isu atau buat pull request.
|
||||
Adakah anda mempunyai cadangan atau menjumpai kesalahan ejaan atau kod? Buat isu atau buat permintaan tarik.
|
||||
|
||||
## Terima Kasih Khas
|
||||
## Terima Kasih Istimewa
|
||||
|
||||
* **✍️ Pengarang Utama:** [Dmitry Soshnikov](http://soshnikov.com), PhD
|
||||
* **🔥 Penyunting:** [Jen Looper](https://twitter.com/jenlooper), PhD
|
||||
* **🎨 Ilustrator Sketchnote:** [Tomomi Imura](https://twitter.com/girlie_mac)
|
||||
* **✅ Pencipta Kuiz:** [Lateefah Bello](https://github.com/CinnamonXI), [MLSA](https://studentambassadors.microsoft.com/)
|
||||
* **🙏 Penyumbang Teras:** [Evgenii Pishchik](https://github.com/Pe4enIks)
|
||||
* **✍️ Penulis Utama:** [Dmitry Soshnikov](http://soshnikov.com), PhD
|
||||
* **🔥 Editor:** [Jen Looper](https://twitter.com/jenlooper), PhD
|
||||
* **🎨 Ilustrator Sketchnote:** [Tomomi Imura](https://twitter.com/girlie_mac)
|
||||
* **✅ Pencipta Kuiz:** [Lateefah Bello](https://github.com/CinnamonXI), [MLSA](https://studentambassadors.microsoft.com/)
|
||||
* **🙏 Penyumbang Teras:** [Evgenii Pishchik](https://github.com/Pe4enIks)
|
||||
|
||||
## Kurikulum Lain
|
||||
|
||||
Pasukan kami menghasilkan kurikulum lain! Semak:
|
||||
Pasukan kami menghasilkan kurikulum lain! Lihat:
|
||||
|
||||
<!-- CO-OP TRANSLATOR OTHER COURSES START -->
|
||||
### LangChain
|
||||
[](https://aka.ms/langchain4j-for-beginners)
|
||||
[](https://aka.ms/langchainjs-for-beginners?WT.mc_id=m365-94501-dwahlin)
|
||||
### LangChain
|
||||
[](https://aka.ms/langchain4j-for-beginners)
|
||||
[](https://aka.ms/langchainjs-for-beginners?WT.mc_id=m365-94501-dwahlin)
|
||||
[](https://github.com/microsoft/langchain-for-beginners?WT.mc_id=m365-94501-dwahlin)
|
||||
---
|
||||
|
||||
### Azure / Edge / MCP / Agen
|
||||
[](https://github.com/microsoft/AZD-for-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://github.com/microsoft/edgeai-for-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://github.com/microsoft/mcp-for-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://github.com/microsoft/ai-agents-for-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
|
||||
---
|
||||
|
||||
### Azure / Edge / MCP / Ejen
|
||||
[](https://github.com/microsoft/AZD-for-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://github.com/microsoft/edgeai-for-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://github.com/microsoft/mcp-for-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://github.com/microsoft/ai-agents-for-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
### Siri AI Generatif
|
||||
[](https://github.com/microsoft/generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
[-9333EA?style=for-the-badge&labelColor=E5E7EB&color=9333EA)](https://github.com/microsoft/Generative-AI-for-beginners-dotnet?WT.mc_id=academic-105485-koreyst)
|
||||
[-C084FC?style=for-the-badge&labelColor=E5E7EB&color=C084FC)](https://github.com/microsoft/generative-ai-for-beginners-java?WT.mc_id=academic-105485-koreyst)
|
||||
[-E879F9?style=for-the-badge&labelColor=E5E7EB&color=E879F9)](https://github.com/microsoft/generative-ai-with-javascript?WT.mc_id=academic-105485-koreyst)
|
||||
|
||||
---
|
||||
|
||||
### Siri AI Generatif
|
||||
[](https://github.com/microsoft/generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
[-9333EA?style=for-the-badge&labelColor=E5E7EB&color=9333EA)](https://github.com/microsoft/Generative-AI-for-beginners-dotnet?WT.mc_id=academic-105485-koreyst)
|
||||
[-C084FC?style=for-the-badge&labelColor=E5E7EB&color=C084FC)](https://github.com/microsoft/generative-ai-for-beginners-java?WT.mc_id=academic-105485-koreyst)
|
||||
[-E879F9?style=for-the-badge&labelColor=E5E7EB&color=E879F9)](https://github.com/microsoft/generative-ai-with-javascript?WT.mc_id=academic-105485-koreyst)
|
||||
|
||||
### Pembelajaran Teras
|
||||
[](https://aka.ms/ml-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://aka.ms/datascience-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://aka.ms/ai-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://github.com/microsoft/Security-101?WT.mc_id=academic-96948-sayoung)
|
||||
[](https://aka.ms/webdev-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://aka.ms/iot-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://github.com/microsoft/xr-development-for-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
|
||||
---
|
||||
|
||||
### Pembelajaran Teras
|
||||
[](https://aka.ms/ml-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://aka.ms/datascience-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://aka.ms/ai-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://github.com/microsoft/Security-101?WT.mc_id=academic-96948-sayoung)
|
||||
[](https://aka.ms/webdev-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://aka.ms/iot-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://github.com/microsoft/xr-development-for-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
|
||||
---
|
||||
|
||||
### Siri Copilot
|
||||
[](https://aka.ms/GitHubCopilotAI?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://github.com/microsoft/mastering-github-copilot-for-dotnet-csharp-developers?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://github.com/microsoft/CopilotAdventures?WT.mc_id=academic-105485-koreyst)
|
||||
### Siri Copilot
|
||||
[](https://aka.ms/GitHubCopilotAI?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://github.com/microsoft/mastering-github-copilot-for-dotnet-csharp-developers?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://github.com/microsoft/CopilotAdventures?WT.mc_id=academic-105485-koreyst)
|
||||
<!-- CO-OP TRANSLATOR OTHER COURSES END -->
|
||||
|
||||
## Mendapatkan Bantuan
|
||||
|
||||
Jika anda tersekat atau mempunyai soalan tentang membina aplikasi AI, sertai pelajar lain dan pembangun berpengalaman dalam perbincangan mengenai MCP. Ia adalah komuniti yang menyokong di mana soalan dialu-alukan dan pengetahuan dikongsi secara bebas.
|
||||
Jika anda tersekat atau ada sebarang soalan tentang membina aplikasi AI. Sertai pelajar dan pembangun berpengalaman dalam perbincangan tentang MCP. Ia adalah komuniti yang menyokong di mana soalan dialu-alukan dan pengetahuan dikongsi secara bebas.
|
||||
|
||||
[](https://discord.gg/nTYy5BXMWG)
|
||||
|
||||
|
|
@ -221,5 +222,5 @@ Jika anda mempunyai maklum balas produk atau ralat semasa membina, lawati:
|
|||
|
||||
<!-- CO-OP TRANSLATOR DISCLAIMER START -->
|
||||
**Penafian**:
|
||||
Dokumen ini telah diterjemahkan menggunakan perkhidmatan terjemahan AI [Co-op Translator](https://github.com/Azure/co-op-translator). Walaupun kami berusaha untuk memastikan ketepatan, sila ambil maklum bahawa terjemahan automatik mungkin mengandungi kesilapan atau ketidaktepatan. Dokumen asal dalam bahasa asalnya harus dianggap sebagai sumber yang sahih. Untuk maklumat penting, terjemahan profesional oleh manusia adalah disyorkan. Kami tidak bertanggungjawab atas sebarang salah faham atau penafsiran yang salah yang timbul daripada penggunaan terjemahan ini.
|
||||
Dokumen ini telah diterjemahkan menggunakan perkhidmatan terjemahan AI [Co-op Translator](https://github.com/Azure/co-op-translator). Walaupun kami berusaha untuk ketepatan, sila ambil perhatian bahawa terjemahan automatik mungkin mengandungi kesilapan atau ketidaktepatan. Dokumen asal dalam bahasa asalnya harus dianggap sebagai sumber yang sahih. Untuk maklumat yang kritikal, terjemahan oleh manusia profesional adalah disyorkan. Kami tidak bertanggungjawab atas sebarang salah faham atau tafsiran yang timbul daripada penggunaan terjemahan ini.
|
||||
<!-- CO-OP TRANSLATOR DISCLAIMER END -->
|
||||
|
|
@ -6,8 +6,8 @@
|
|||
"language_code": "sw"
|
||||
},
|
||||
"README.md": {
|
||||
"original_hash": "1984fc89dd304a8a33ab5584691a99aa",
|
||||
"translation_date": "2026-01-30T02:22:16+00:00",
|
||||
"original_hash": "75fe3383afc51eaa84b82ace619ffea7",
|
||||
"translation_date": "2026-02-06T08:51:11+00:00",
|
||||
"source_file": "README.md",
|
||||
"language_code": "sw"
|
||||
},
|
||||
|
|
|
|||
|
|
@ -1,12 +1,12 @@
|
|||
[](https://github.com/microsoft/AI-For-Beginners/blob/main/LICENSE)
|
||||
[](https://GitHub.com/microsoft/AI-For-Beginners/graphs/contributors/)
|
||||
[](https://GitHub.com/microsoft/AI-For-Beginners/issues/)
|
||||
[](https://GitHub.com/microsoft/AI-For-Beginners/pulls/)
|
||||
[](http://makeapullrequest.com)
|
||||
[](https://github.com/microsoft/AI-For-Beginners/blob/main/LICENSE)
|
||||
[](https://GitHub.com/microsoft/AI-For-Beginners/graphs/contributors/)
|
||||
[](https://GitHub.com/microsoft/AI-For-Beginners/issues/)
|
||||
[](https://GitHub.com/microsoft/AI-For-Beginners/pulls/)
|
||||
[](http://makeapullrequest.com)
|
||||
|
||||
[](https://GitHub.com/microsoft/AI-For-Beginners/watchers/)
|
||||
[](https://GitHub.com/microsoft/AI-For-Beginners/network/)
|
||||
[](https://GitHub.com/microsoft/AI-For-Beginners/stargazers/)
|
||||
[](https://GitHub.com/microsoft/AI-For-Beginners/watchers/)
|
||||
[](https://GitHub.com/microsoft/AI-For-Beginners/network/)
|
||||
[](https://GitHub.com/microsoft/AI-For-Beginners/stargazers/)
|
||||
[](https://mybinder.org/v2/gh/microsoft/ai-for-beginners/HEAD)
|
||||
[](https://gitter.im/Microsoft/ai-for-beginners?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge)
|
||||
|
||||
|
|
@ -14,153 +14,153 @@
|
|||
|
||||
# Akili Bandia kwa Waanzilishi - Mtaala
|
||||
|
||||
||
|
||||
||
|
||||
|:---:|
|
||||
| AI Kwa Waanzilishi - _Sketchnote na [@girlie_mac](https://twitter.com/girlie_mac)_ |
|
||||
| Akili Bandia kwa Waanzilishi - _Picha Picha na [@girlie_mac](https://twitter.com/girlie_mac)_ |
|
||||
|
||||
Chunguza ulimwengu wa **Akili Bandia** (AI) na mtaala wetu wa wiki 12, masomo 24! Unajumuisha masomo ya vitendo, maswali na maabara. Mtaala huu ni rafiki kwa waanzilishi na unashughulikia zana kama TensorFlow na PyTorch, pamoja na maadili katika AI
|
||||
Gundua ulimwengu wa **Akili Bandia** (AI) kwa mtaala wetu wa wiki 12 na somo 24! Inajumuisha masomo ya vitendo, maswali ya utambuzi, na maabara. Mtaala huu ni rafiki kwa wanaoanza na unashughulikia zana kama TensorFlow na PyTorch, pamoja na maadili katika AI.
|
||||
|
||||
|
||||
### 🌐 Msaada wa Lugha Nyingi
|
||||
|
||||
#### Unaungwa mkono kupitia Hatua ya GitHub (Moja kwa moja & Daima Imeboreshwa)
|
||||
#### Unaungwa mkono kupitia Hatua za GitHub (Kivoautomatia & Kila Wakati Kikiwa Sasisho)
|
||||
|
||||
<!-- CO-OP TRANSLATOR LANGUAGES TABLE START -->
|
||||
[Kiarabu](../ar/README.md) | [Kibangla](../bn/README.md) | [Ki Bulgaria](../bg/README.md) | [Kiburma (Myanmar)](../my/README.md) | [Kichina (Rahisi)](../zh-CN/README.md) | [Kichina (Kiasili, Hong Kong)](../zh-HK/README.md) | [Kichina (Kiasili, Macau)](../zh-MO/README.md) | [Kichina (Kiasili, Taiwan)](../zh-TW/README.md) | [Kikroeshia](../hr/README.md) | [Kicheki](../cs/README.md) | [Kidanishi](../da/README.md) | [Kiholanzi](../nl/README.md) | [Kiestonia](../et/README.md) | [Kifinlandi](../fi/README.md) | [Kifaransa](../fr/README.md) | [Kijerumani](../de/README.md) | [Kigiriki](../el/README.md) | [Kiebrania](../he/README.md) | [Kihindi](../hi/README.md) | [Kihangari](../hu/README.md) | [Kiindonesia](../id/README.md) | [Kiitaliano](../it/README.md) | [Kijapani](../ja/README.md) | [Kikannada](../kn/README.md) | [Kikorea](../ko/README.md) | [Kilithuanian](../lt/README.md) | [Kimelayu](../ms/README.md) | [Kimalayalam](../ml/README.md) | [Kimarathi](../mr/README.md) | [Kinepali](../ne/README.md) | [Kipidgin cha Nijeria](../pcm/README.md) | [Kinorwe](../no/README.md) | [Kifarsi (Persia)](../fa/README.md) | [Kipolishi](../pl/README.md) | [Kireno (Brazil)](../pt-BR/README.md) | [Kireno (Ureno)](../pt-PT/README.md) | [Kipunjabi (Gurmukhi)](../pa/README.md) | [Kiromania](../ro/README.md) | [Kirusi](../ru/README.md) | [Kiserbia (Cyrillic)](../sr/README.md) | [Kislovakia](../sk/README.md) | [Kislovenia](../sl/README.md) | [Kihispania](../es/README.md) | [Kiswahili](./README.md) | [Kiswidi](../sv/README.md) | [Kitagalog (Filipino)](../tl/README.md) | [Kitamili](../ta/README.md) | [Kiteleu](../te/README.md) | [Kithai](../th/README.md) | [Kituruki](../tr/README.md) | [Kiukreni](../uk/README.md) | [Kiurdu](../ur/README.md) | [Kivietinamu](../vi/README.md)
|
||||
[Kiarabu](../ar/README.md) | [Kibengali](../bn/README.md) | [Kibulgaria](../bg/README.md) | [Kiburma (Myanmari)](../my/README.md) | [Kichina (Kisalimu)](../zh-CN/README.md) | [Kichina (Kiasili, Hong Kong)](../zh-HK/README.md) | [Kichina (Kiasili, Makao)](../zh-MO/README.md) | [Kichina (Kiasili, Taiwan)](../zh-TW/README.md) | [Kikroeshia](../hr/README.md) | [Kicheki](../cs/README.md) | [Kidenmaki](../da/README.md) | [Kiholanzi](../nl/README.md) | [Kiestonia](../et/README.md) | [Kifini](../fi/README.md) | [Kifaransa](../fr/README.md) | [Kijerumani](../de/README.md) | [Kigiriki](../el/README.md) | [Kiebrania](../he/README.md) | [Kihindi](../hi/README.md) | [Kihungari](../hu/README.md) | [Kiindonesia](../id/README.md) | [Kiitaliano](../it/README.md) | [Kijapani](../ja/README.md) | [Kikannada](../kn/README.md) | [Kikorea](../ko/README.md) | [Kilithuania](../lt/README.md) | [Kimalay](../ms/README.md) | [Kimalayalam](../ml/README.md) | [Kimarathi](../mr/README.md) | [Kinepali](../ne/README.md) | [Kipidgin cha Nigeria](../pcm/README.md) | [Kinorwe](../no/README.md) | [Kiajemi (Farsi)](../fa/README.md) | [Kilandi](../pl/README.md) | [Kireno (Brazil)](../pt-BR/README.md) | [Kireno (Portugal)](../pt-PT/README.md) | [Kipunja (Gurmukhi)](../pa/README.md) | [Kironania](../ro/README.md) | [Kirusi](../ru/README.md) | [Kiserbia (Kisiriliki)](../sr/README.md) | [Kislovakia](../sk/README.md) | [Kislovenia](../sl/README.md) | [Kihispania](../es/README.md) | [Kiswahili](./README.md) | [Kiswidi](../sv/README.md) | [Kitagalog (Kifilipino)](../tl/README.md) | [Kitamili](../ta/README.md) | [Kitelugu](../te/README.md) | [Kithai](../th/README.md) | [Kituruki](../tr/README.md) | [Kiukreni](../uk/README.md) | [Kiurdu](../ur/README.md) | [Kivietinamu](../vi/README.md)
|
||||
|
||||
> **Unapendelea Kukopa Kwenye Kompyuta Binafsi?**
|
||||
> **Unapenda Kuwakilisha Mahali Pale?**
|
||||
|
||||
> Hifadhi hii ina tafsiri zaidi ya lugha 50 ambazo huongeza sana ukubwa wa kupakua. Ili kukopa bila tafsiri, tumia sparse checkout:
|
||||
> Hifadhidata hii ina tafsiri zaidi ya lugha 50 ambazo huongeza kiasi cha kupakua kwa kiasi kikubwa. Ili kuwakilisha bila tafsiri, tumia 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'
|
||||
> ```
|
||||
> Hii inakupa kila unachohitaji kukamilisha kozi kwa upakuaji wa kasi zaidi.
|
||||
> Hii inakupa kila kitu unachohitaji kukamilisha kozi kwa kupakua kwa kasi zaidi.
|
||||
<!-- CO-OP TRANSLATOR LANGUAGES TABLE END -->
|
||||
|
||||
**Ikiwa unataka kuongeza lugha nyingine za tafsiri zinazoungwa mkono ziko [hapa](https://github.com/Azure/co-op-translator/blob/main/getting_started/supported-languages.md)**
|
||||
**Ikiwa unataka kuwa na lugha za ziada za tafsiri zinazoungwa mkono ziko [hapa](https://github.com/Azure/co-op-translator/blob/main/getting_started/supported-languages.md)**
|
||||
|
||||
## Jiunge na Jamii
|
||||
[](https://discord.gg/nTYy5BXMWG)
|
||||
|
||||
## Kile utakachojifunza
|
||||
## Utajifunza Nini
|
||||
|
||||
**[Ramani ya Akili ya Kozi](http://soshnikov.com/courses/ai-for-beginners/mindmap.html)**
|
||||
**[Ramani ya Mawazo ya Kozi](http://soshnikov.com/courses/ai-for-beginners/mindmap.html)**
|
||||
|
||||
Katika mtaala huu, utajifunza:
|
||||
|
||||
* Mbinu tofauti za Akili Bandia, ikiwa ni pamoja na mbinu ya "kale nzuri" ya alama na **Uwakilishi wa Maarifa** na hoja ([GOFAI](https://en.wikipedia.org/wiki/Symbolic_artificial_intelligence)).
|
||||
* **Mitandao ya Neva** na **Kujifunza Kina**, ambazo ni msingi wa AI ya kisasa. Tutataja dhana za mada hizi muhimu kwa kutumia msimbo katika mifumo miwili maarufu - [TensorFlow](http://Tensorflow.org) na [PyTorch](http://pytorch.org).
|
||||
* **Mibinu ya Neural** kwa kazi na picha na maandishi. Tutashughulikia mifano ya hivi karibuni lakini inaweza kuwa na upungufu kidogo katika hali ya kisasa zaidi.
|
||||
* Mbinu za AI zisizo maarufu sana, kama vile **Algorithmi za Kijenetiki** na **Mifumo ya Wakala Wengi**.
|
||||
* Mbinu tofauti za Akili Bandia, ikiwa ni pamoja na njia ya "kawaida" ya alama na **Uwakilishi wa Maarifa** na hoja ([GOFAI](https://en.wikipedia.org/wiki/Symbolic_artificial_intelligence)).
|
||||
* **Mitandao ya Neva** na **Kujifunza kwa Kina**, ambavyo ni msingi wa AI ya kisasa. Tutataja dhana zinazohusika na mada hizi muhimu kwa kutumia msimbo katika mifumo miwili maarufu - [TensorFlow](http://Tensorflow.org) na [PyTorch](http://pytorch.org).
|
||||
* **Miamala ya Neva** kwa kazi na picha na maandishi. Tutashughulikia mifano ya hivi karibuni lakini inaweza kuwa na upungufu kidogo katika hali ya kisasa kabisa.
|
||||
* Mbinu zisizopendwa sana za AI, kama vile **Algorithmi za Kibayolojia** na **Mifumo ya Wakala Wengi**.
|
||||
|
||||
Sio tutakachoshughulikia katika mtaala huu:
|
||||
Tunavyotakuwa kuivunjika katika mtaala huu:
|
||||
|
||||
> [Pata rasilimali zote za ziada za kozi hii katika mkusanyiko wetu wa Microsoft Learn](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum)
|
||||
> [Pata rasilimali zote za ziada kwa kozi hii katika mkusanyiko wetu wa Microsoft Learn](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum)
|
||||
|
||||
* Masuala ya biashara ya kutumia **AI katika Biashara**. Fikiria kuchukua njia ya kujifunza ya [Utangulizi wa AI kwa watumiaji wa biashara](https://docs.microsoft.com/learn/paths/introduction-ai-for-business-users/?WT.mc_id=academic-77998-bethanycheum) kwenye Microsoft Learn, au [Shule ya Biashara ya AI](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-bethanycheum), iliyotengenezwa kwa ushirikiano na [INSEAD](https://www.insead.edu/).
|
||||
* **Kujifunza kwa Mashine Klasiki**, ambacho kimeelezwa vizuri katika [Mtaala wa Kujifunza kwa Mashine kwa Waanzilishi](http://github.com/Microsoft/ML-for-Beginners).
|
||||
* Programu halisi za AI zilizoanzishwa kwa kutumia **[Huduma za Kitalamu](https://azure.microsoft.com/services/cognitive-services/?WT.mc_id=academic-77998-bethanycheum)**. Kwa hili, tunapendekeza uanze na moduli za Microsoft Learn kwa [macho](https://docs.microsoft.com/learn/paths/create-computer-vision-solutions-azure-cognitive-services/?WT.mc_id=academic-77998-bethanycheum), [usindikaji wa lugha asili](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-bethanycheum), **[AI ya Kizazi na Huduma za Azure OpenAI](https://learn.microsoft.com/en-us/training/paths/develop-ai-solutions-azure-openai/?WT.mc_id=academic-77998-bethanycheum)** na zingine.
|
||||
* **Mifumo Mahususi ya Mawingu ya ML**, kama vile [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), au [Azure Databricks](https://docs.microsoft.com/learn/paths/data-engineer-azure-databricks?WT.mc_id=academic-77998-bethanycheum). Fikiria kutumia njia za kujifunza [Jenga na endesha suluhisho za kujifunza kwa mashine na Azure Machine Learning](https://docs.microsoft.com/learn/paths/build-ai-solutions-with-azure-ml-service/?WT.mc_id=academic-77998-bethanycheum) na [Jenga na Endesha Suluhisho za Kujifunza kwa Mashine na Azure Databricks](https://docs.microsoft.com/learn/paths/build-operate-machine-learning-solutions-azure-databricks/?WT.mc_id=academic-77998-bethanycheum).
|
||||
* **AI ya Mazungumzo** na **Chat Bots**. Kuna njia ya kujifunza tofauti ya [Unda suluhisho za AI za mazungumzo](https://docs.microsoft.com/learn/paths/create-conversational-ai-solutions/?WT.mc_id=academic-77998-bethanycheum), na pia unaweza kurejelea [chapisho hili la blogu](https://soshnikov.com/azure/hello-bot-conversational-ai-on-microsoft-platform/) kwa maelezo zaidi.
|
||||
* **Hisabati Nzito** nyuma ya kujifunza kina. Kwa hili, tunapendekeza [Deep Learning](https://www.amazon.com/Deep-Learning-Adaptive-Computation-Machine/dp/0262035618) na Ian Goodfellow, Yoshua Bengio na Aaron Courville, ambayo pia inapatikana mtandaoni kwenye [https://www.deeplearningbook.org/](https://www.deeplearningbook.org/).
|
||||
* Mifano ya biashara inayotumia **AI katika Biashara**. Fikiria kuchukua njia ya kujifunza [Utangulizi wa AI kwa watumiaji wa biashara](https://docs.microsoft.com/learn/paths/introduction-ai-for-business-users/?WT.mc_id=academic-77998-bethanycheum) kwenye Microsoft Learn, au [AI Business School](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-bethanycheum), iliyotengenezwa kwa ushirikiano na [INSEAD](https://www.insead.edu/).
|
||||
* **Kujifunza kwa Mashine Kawaida**, ambako kimeelezewa vizuri katika [Mtaala wa Kujifunza kwa Mashine kwa Waanzilishi](http://github.com/Microsoft/ML-for-Beginners).
|
||||
* Programu za vitendo za AI zilizojengwa kwa kutumia **[Huduma za Fahamu](https://azure.microsoft.com/services/cognitive-services/?WT.mc_id=academic-77998-bethanycheum)**. Kwa hili, tunapendekeza uanze na moduli za Microsoft Learn za [maono](https://docs.microsoft.com/learn/paths/create-computer-vision-solutions-azure-cognitive-services/?WT.mc_id=academic-77998-bethanycheum), [usindikaji wa lugha asilia](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-bethanycheum), **[AI ya kuzalisha na Azure OpenAI Service](https://learn.microsoft.com/en-us/training/paths/develop-ai-solutions-azure-openai/?WT.mc_id=academic-77998-bethanycheum)** na nyinginezo.
|
||||
* **Mifumo Mahususi ya Wingu ya ML**, kama [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), au [Azure Databricks](https://docs.microsoft.com/learn/paths/data-engineer-azure-databricks?WT.mc_id=academic-77998-bethanycheum). Fikiria kutumia njia za kujifunza za [Jenga na endesha suluhisho za kujifunza mashine na Azure Machine Learning](https://docs.microsoft.com/learn/paths/build-ai-solutions-with-azure-ml-service/?WT.mc_id=academic-77998-bethanycheum) na [Jenga na Endesha Suluhisho za Kujifunza Mashine na Azure Databricks](https://docs.microsoft.com/learn/paths/build-operate-machine-learning-solutions-azure-databricks/?WT.mc_id=academic-77998-bethanycheum).
|
||||
* **AI ya Mazungumzo** na **Bots za Mazungumzo**. Kuna njia tofauti ya kujifunza [Tengeneza suluhisho za AI za mazungumzo](https://docs.microsoft.com/learn/paths/create-conversational-ai-solutions/?WT.mc_id=academic-77998-bethanycheum), na unaweza pia rejelea [chapisho hili la blogu](https://soshnikov.com/azure/hello-bot-conversational-ai-on-microsoft-platform/) kwa maelezo zaidi.
|
||||
* **Hisabati ya Kina** nyuma ya kujifunza kwa kina. Kwa hili, tunapendekeza [Deep Learning](https://www.amazon.com/Deep-Learning-Adaptive-Computation-Machine/dp/0262035618) ya Ian Goodfellow, Yoshua Bengio na Aaron Courville, ambayo pia inapatikana mtandaoni kwenye [https://www.deeplearningbook.org/](https://www.deeplearningbook.org/).
|
||||
|
||||
Kwa utangulizi mwepesi wa mada za _AI katika Mwingu_ unaweza kufikiria kuchukua Njia ya Kujifunza [Anza na akili bandia kwenye Azure](https://docs.microsoft.com/learn/paths/get-started-with-artificial-intelligence-on-azure/?WT.mc_id=academic-77998-bethanycheum).
|
||||
Kwa utangulizi mpole kwa mada za _AI katika Wingu_ unaweza kuzingatia kuchukua Njia ya Kujifunza [Anza na akili bandia kwenye Azure](https://docs.microsoft.com/learn/paths/get-started-with-artificial-intelligence-on-azure/?WT.mc_id=academic-77998-bethanycheum).
|
||||
|
||||
# Yaliyomo
|
||||
|
||||
| | Kiungo cha Somo | PyTorch/Keras/TensorFlow | Maabara |
|
||||
| :-: | :------------------------------------------------------------------------------------------------------------------------------------------: | :---------------------------------------------------------------------------------------------: | ------------------------------------------------------------------------------ |
|
||||
| 0 | [Mpangilio wa Kozi](./lessons/0-course-setup/setup.md) | [Panga Mazingira Yako ya Maendeleo](./lessons/0-course-setup/how-to-run.md) | |
|
||||
| 0 | [Mipangilio ya Kozi](./lessons/0-course-setup/setup.md) | [Weka Mazingira Yako ya Maendeleo](./lessons/0-course-setup/how-to-run.md) | |
|
||||
| I | [**Utangulizi wa AI**](./lessons/1-Intro/README.md) | | |
|
||||
| 01 | [Utangulizi na Historia ya AI](./lessons/1-Intro/README.md) | - | - |
|
||||
| II | **AI ya Alama** |
|
||||
| 02 | [Uwakilishi wa Maarifa na Mifumo ya Wataalamu](./lessons/2-Symbolic/README.md) | [Mifumo ya Wataalamu](./lessons/2-Symbolic/Animals.ipynb) / [Ontagolojia](./lessons/2-Symbolic/FamilyOntology.ipynb) /[Grafu ya Dhana](./lessons/2-Symbolic/MSConceptGraph.ipynb) | |
|
||||
| III | [**Utangulizi wa Mitandao ya Neuro**](./lessons/3-NeuralNetworks/README.md) |||
|
||||
| 03 | [Perceptron](./lessons/3-NeuralNetworks/03-Perceptron/README.md) | [Daftari](./lessons/3-NeuralNetworks/03-Perceptron/Perceptron.ipynb) | [Maabara](./lessons/3-NeuralNetworks/03-Perceptron/lab/README.md) |
|
||||
| 04 | [Multilayered Perceptron na Kuunda Mfumo Wetu Mwenyewe](./lessons/3-NeuralNetworks/04-OwnFramework/README.md) | [Daftari](./lessons/3-NeuralNetworks/04-OwnFramework/OwnFramework.ipynb) | [Maabara](./lessons/3-NeuralNetworks/04-OwnFramework/lab/README.md) |
|
||||
| 05 | [Utangulizi kwa Mifumo (PyTorch/TensorFlow) na Kuvaa Mzigo Zaidi](./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) | [Maabara](./lessons/3-NeuralNetworks/05-Frameworks/lab/README.md) |
|
||||
| IV | [**Maono ya Kompyuta**](./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)| [Chunguza Maono ya Kompyuta kwenye Microsoft Azure](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) |
|
||||
| 06 | [Utangulizi kwa Maono ya Kompyuta. OpenCV](./lessons/4-ComputerVision/06-IntroCV/README.md) | [Daftari](./lessons/4-ComputerVision/06-IntroCV/OpenCV.ipynb) | [Maabara](./lessons/4-ComputerVision/06-IntroCV/lab/README.md) |
|
||||
| 07 | [Mitandao ya Neuron ya Kukunja](./lessons/4-ComputerVision/07-ConvNets/README.md) & [Miundo ya 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) | [Maabara](./lessons/4-ComputerVision/07-ConvNets/lab/README.md) |
|
||||
| 08 | [Mitandao Iliyopangwa awali na Kujifunza Uhamisho](./lessons/4-ComputerVision/08-TransferLearning/README.md) na [Mbinu za Mafunzo](./lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md) | [PyTorch](./lessons/4-ComputerVision/08-TransferLearning/TransferLearningPyTorch.ipynb) / [TensorFlow](./lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb) | [Maabara](./lessons/4-ComputerVision/08-TransferLearning/lab/README.md) |
|
||||
| 02 | [Uwakilishi wa Maarifa na Mifumo ya Wataalamu](./lessons/2-Symbolic/README.md) | [Mifumo ya Wataalamu](./lessons/2-Symbolic/Animals.ipynb) / [Ontolojia](./lessons/2-Symbolic/FamilyOntology.ipynb) /[Mchoro wa Dhana](./lessons/2-Symbolic/MSConceptGraph.ipynb) | |
|
||||
| III | [**Utangulizi kwa Mtandao wa Neva**](./lessons/3-NeuralNetworks/README.md) |||
|
||||
| 03 | [Perseptron](./lessons/3-NeuralNetworks/03-Perceptron/README.md) | [Daftari](./lessons/3-NeuralNetworks/03-Perceptron/Perceptron.ipynb) | [Semina](./lessons/3-NeuralNetworks/03-Perceptron/lab/README.md) |
|
||||
| 04 | [Perseptroni yenye Tabaka Nyingi na Kuunda Mfumo Wetu wenyewe](./lessons/3-NeuralNetworks/04-OwnFramework/README.md) | [Daftari](./lessons/3-NeuralNetworks/04-OwnFramework/OwnFramework.ipynb) | [Semina](./lessons/3-NeuralNetworks/04-OwnFramework/lab/README.md) |
|
||||
| 05 | [Utangulizi kwa Mifumo (PyTorch/TensorFlow) na Kupitiliza Kujifunza](./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) | [Semina](./lessons/3-NeuralNetworks/05-Frameworks/lab/README.md) |
|
||||
| IV | [**Uchunguzi wa Kompyuta**](./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)| [Chunguza Uchunguzi wa Kompyuta kwenye Microsoft Azure](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) |
|
||||
| 06 | [Utangulizi kwa Uchunguzi wa Kompyuta. OpenCV](./lessons/4-ComputerVision/06-IntroCV/README.md) | [Daftari](./lessons/4-ComputerVision/06-IntroCV/OpenCV.ipynb) | [Semina](./lessons/4-ComputerVision/06-IntroCV/lab/README.md) |
|
||||
| 07 | [Mitandao ya Neva ya Kuunganisha](./lessons/4-ComputerVision/07-ConvNets/README.md) & [Miundo ya 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) | [Semina](./lessons/4-ComputerVision/07-ConvNets/lab/README.md) |
|
||||
| 08 | [Mitandao Iliyofunzwa awali na Kujifunza Kuanzisha](./lessons/4-ComputerVision/08-TransferLearning/README.md) na [Mbinu za Mafunzo](./lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md) | [PyTorch](./lessons/4-ComputerVision/08-TransferLearning/TransferLearningPyTorch.ipynb) / [TensorFlow](./lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.ipynb) | [Semina](./lessons/4-ComputerVision/08-TransferLearning/lab/README.md) |
|
||||
| 09 | [Autoencoders na VAEs](./lessons/4-ComputerVision/09-Autoencoders/README.md) | [PyTorch](./lessons/4-ComputerVision/09-Autoencoders/AutoEncodersPyTorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/09-Autoencoders/AutoencodersTF.ipynb) | |
|
||||
| 10 | [Mitandao ya Kupagawana Kama Washindani & Uhamisho wa Mtindo wa Sanaa](./lessons/4-ComputerVision/10-GANs/README.md) | [PyTorch](./lessons/4-ComputerVision/10-GANs/GANPyTorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/10-GANs/GANTF.ipynb) | |
|
||||
| 11 | [Utambuzi wa Vitu](./lessons/4-ComputerVision/11-ObjectDetection/README.md) | [TensorFlow](./lessons/4-ComputerVision/11-ObjectDetection/ObjectDetection.ipynb) | [Maabara](./lessons/4-ComputerVision/11-ObjectDetection/lab/README.md) |
|
||||
| 12 | [Ugawaji wa Kimsamiati. 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 | [**Usindikaji wa Lugha Asilia**](./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) | [Chunguza Usindikaji wa Lugha Asilia kwenye Microsoft Azure](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum)|
|
||||
| 13 | [Uwakilishi wa Maandishi. 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 | [Embedding za maneno za Kimsamiati. Word2Vec na 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 | [Uigaji Lugha. Mafunzo ya embeddings zako binafsi](./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) | [Maabara](./lessons/5-NLP/15-LanguageModeling/lab/README.md) |
|
||||
| 16 | [Mitandao ya Neuron Inayojirudia](./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 | [Mitandao ya Kurudiarudia Zaizozalisha](./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) | [Maabara](./lessons/5-NLP/17-GenerativeNetworks/lab/README.md) |
|
||||
| 10 | [Mitandao ya Ushindani wa Kizazi & Uhamishaji wa Mtindo wa Sanaa](./lessons/4-ComputerVision/10-GANs/README.md) | [PyTorch](./lessons/4-ComputerVision/10-GANs/GANPyTorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/10-GANs/GANTF.ipynb) | |
|
||||
| 11 | [Utambuzi wa Vitu](./lessons/4-ComputerVision/11-ObjectDetection/README.md) | [TensorFlow](./lessons/4-ComputerVision/11-ObjectDetection/ObjectDetection.ipynb) | [Semina](./lessons/4-ComputerVision/11-ObjectDetection/lab/README.md) |
|
||||
| 12 | [Ugawaji wa Maana. 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 | [**Usindikaji Lugha Asilia**](./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) | [Chunguza Usindikaji Lugha Asilia kwenye Microsoft Azure](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum)|
|
||||
| 13 | [Uwakilishi wa Maneno. 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 | [M wekahishaji wa Maneno ya Maana. Word2Vec na 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 | [Uundaji Lugha. Mafunzo ya Wekaisho zako mwenyewe](./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) | [Semina](./lessons/5-NLP/15-LanguageModeling/lab/README.md) |
|
||||
| 16 | [Mitandao ya Neva Inayojiendesha](./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 | [Mitandao ya Neva ya Kizazi Inayojiendesha](./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) | [Semina](./lessons/5-NLP/17-GenerativeNetworks/lab/README.md) |
|
||||
| 18 | [Transformers. 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 | [Utambuzi wa Vitu Vilivyotajwa](./lessons/5-NLP/19-NER/README.md) | [TensorFlow](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/19-NER/NER-TF.ipynb) | [Maabara](./lessons/5-NLP/19-NER/lab/README.md) |
|
||||
| 20 | [Mifano Mikubwa ya Lugha, Programu ya Prompt na Kazi za 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 | [Utambuzi wa Vyombo Vilivyoainishwa](./lessons/5-NLP/19-NER/README.md) | [TensorFlow](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/19-NER/NER-TF.ipynb) | [Semina](./lessons/5-NLP/19-NER/lab/README.md) |
|
||||
| 20 | [Modeli Kubwa za Lugha, Uandishi wa Haitihati na Kazi chache za Kumuonyesha](./lessons/5-NLP/20-LangModels/README.md) | [PyTorch](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/20-LangModels/GPT-PyTorch.ipynb) | |
|
||||
| VI | **Mbinu Nyingine za AI** || |
|
||||
| 21 | [Algoritmi za Jenetiki](./lessons/6-Other/21-GeneticAlgorithms/README.md) | [Daftari](./lessons/6-Other/21-GeneticAlgorithms/Genetic.ipynb) | |
|
||||
| 22 | [Mafunzo ya Kina ya Kuimarisha](./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) | [Maabara](./lessons/6-Other/22-DeepRL/lab/README.md) |
|
||||
| 21 | [Algoritmi za Kijenetiki](./lessons/6-Other/21-GeneticAlgorithms/README.md) | [Daftari](./lessons/6-Other/21-GeneticAlgorithms/Genetic.ipynb) | |
|
||||
| 22 | [Mafunzo ya Tiefu ya Uimarishaji](./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) | [Semina](./lessons/6-Other/22-DeepRL/lab/README.md) |
|
||||
| 23 | [Mifumo ya Wakala Wengi](./lessons/6-Other/23-MultiagentSystems/README.md) | | |
|
||||
| VII | **Maadili ya AI** | | |
|
||||
| 24 | [Maadili ya AI na AI yenye Uwajibikaji](./lessons/7-Ethics/README.md) | [Microsoft Learn: Kanuni za AI yenye Uwajibikaji](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste) | |
|
||||
| IX | **Nyongeza** | | |
|
||||
| 25 | [Mitandao ya Modal Wingi, CLIP na VQGAN](./lessons/X-Extras/X1-MultiModal/README.md) | [Daftari](./lessons/X-Extras/X1-MultiModal/Clip.ipynb) | |
|
||||
| IX | **Zidisho** | | |
|
||||
| 25 | [Mitandao ya Modal nyingi, CLIP na VQGAN](./lessons/X-Extras/X1-MultiModal/README.md) | [Daftari](./lessons/X-Extras/X1-MultiModal/Clip.ipynb) | |
|
||||
|
||||
## Kila somo lina
|
||||
|
||||
* Nyenzo za kusoma kabla
|
||||
* Dainamiki za Jupyter zinazoendeshwa, mara nyingi maalum kwa mfumo (**PyTorch** au **TensorFlow**). Daftari linaloendeshwa pia lina nyenzo nyingi za nadharia, hivyo kuelewa mada unahitaji kupitia angalau toleo moja la daftari (yaani PyTorch au TensorFlow).
|
||||
* **Maabara** zinapatikana kwa mada fulani, zinazokupa fursa ya kujaribu kutumia nyenzo ulizojifunza kwa tatizo fulani.
|
||||
* Sehemu zingine zina viungo kwa moduli za [**MS Learn**](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) zinazofunika mada zinazohusiana.
|
||||
* Daftari za Jupyter zinazoweza kutekelezwa, ambazo mara nyingi zinategemea mfumo maalum (**PyTorch** au **TensorFlow**). Daftari inayoweza kutekelezwa pia ina nadharia nyingi, hivyo kuelewa mada unahitaji kupitia angalau toleo moja la daftari (PyTorch au TensorFlow).
|
||||
* **Maabara** zinapatikana kwa baadhi ya mada, zinazokupa fursa ya kujaribu kutumia nyenzo ulizojifunza kwa tatizo fulani.
|
||||
* Sehemu zingine zina viungo vya modules za [**MS Learn**](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) zinazoshughulikia mada zinazohusiana.
|
||||
|
||||
## Kuanzisha
|
||||
## Kuanzia
|
||||
|
||||
### 🎯 Mpya kwa AI? Anza Hapa!
|
||||
|
||||
Kama wewe ni mpya kabisa kwa AI na unataka mifano ya haraka, ya mikono, angalia [**Mifano Rahisi Kwa Waanzilishi**](./examples/README.md)! Hizi ni pamoja na:
|
||||
Ikiwa wewe ni mpya kabisa kwa AI na unataka mifano ya haraka na ya vitendo, angalia [**Mifano Rahisi kwa Wa Mwanzo**](./examples/README.md)! Hizi ni pamoja na:
|
||||
|
||||
- 🌟 **Hello AI World** - Programu yako ya kwanza ya AI (utambuzi wa mifumo)
|
||||
- 🧠 **Mtandao Rahisi wa Neuron** - Tengeneza mtandao wa neuron kutoka mwanzoni
|
||||
- 🌟 **Habari Dunia ya AI** - Programu yako ya kwanza ya AI (utambuzi wa mifumo)
|
||||
- 🧠 **Mtandao wa Neva Rahisi** - Jenga mtandao wa neva kutoka mwanzo
|
||||
|
||||
- 🖼️ **Mfafanuzi wa Picha** - Tafsiri picha kwa maelezo ya kina
|
||||
- 💬 **Hisia za Maandishi** - Changanua maandishi chanya/negativi
|
||||
- 🖼️ **Kipangishaji Picha** - Pangilia picha zako kwa maelezo ya kina
|
||||
- 💬 **Hisia za Maandishi** - Changanua maandishi chanya/negativa
|
||||
|
||||
Mifano hii imeundwa kukusaidia kuelewa dhana za AI kabla ya kuingia kwenye mtaala kamili.
|
||||
Mifano hii imeundwa kukusaidia kuelewa dhana za AI kabla ya kuingia kwenye mtaala mzima.
|
||||
|
||||
### 📚 Mipangilio ya Mtaala Kamili
|
||||
|
||||
- Tumeunda [somu ya kuweka](./lessons/0-course-setup/setup.md) kusaidia kwa kuweka mazingira yako ya maendeleo. - Kwa Walimu, tumeunda [somu ya kuweka mitaala](./lessons/0-course-setup/for-teachers.md) pia kwa ajili yenu!
|
||||
- Jinsi ya [Kuendesha msimbo katika VSCode au Codespace](./lessons/0-course-setup/how-to-run.md)
|
||||
- Tumetengeneza [somo la mipangilio](./lessons/0-course-setup/setup.md) kukuza msaada wa kuweka mazingira yako ya maendeleo. - Kwa Walimu, tumetengeneza [somu la mipangilio ya mitaala](./lessons/0-course-setup/for-teachers.md) pia kwa ajili yenu!
|
||||
- Jinsi ya [Kuendesha nambari katika VSCode au Codespace](./lessons/0-course-setup/how-to-run.md)
|
||||
|
||||
Fuata hatua hizi:
|
||||
|
||||
Fikisha Hifadhidata: Bonyeza kitufe cha "Fikisha" juu-kushoto mwa ukurasa huu.
|
||||
Fanya Nakala ya Hazina: Bonyeza kitufe cha "Fork" kilicho kona ya juu kulia ya ukurasa huu.
|
||||
|
||||
Nakili Hifadhidata: `git clone https://github.com/microsoft/AI-For-Beginners.git`
|
||||
Nakili Hazina: `git clone https://github.com/microsoft/AI-For-Beginners.git`
|
||||
|
||||
Usisahau kuweka nyota (🌟) kwenye repo hii ili kuipata kwa urahisi baadaye.
|
||||
Usisahau kuipa nyota (🌟) hazina hii kupata kirahisi baadaye.
|
||||
|
||||
## Kutana na Wanafunzi Wengine
|
||||
|
||||
Jiunge na [server rasmi ya AI Discord](https://aka.ms/genai-discord?WT.mc_id=academic-105485-bethanycheum) kutana na kuungana na wanafunzi wengine wanaochukua kozi hii na upokee msaada.
|
||||
Ungana na [server rasmi ya AI Discord](https://aka.ms/genai-discord?WT.mc_id=academic-105485-bethanycheum) ili ukutane na kuungana na wanafunzi wengine wanaojifunza kozi hii na kupata msaada.
|
||||
|
||||
Ikiwa una maoni au maswali kuhusu bidhaa wakati wa kujenga tembelea [Azure AI Foundry Developer Forum](https://aka.ms/foundry/forum)
|
||||
Kama una maoni au maswali kuhusu bidhaa wakati wa kujenga, tembelea [Azure AI Foundry Developer Forum](https://aka.ms/foundry/forum)
|
||||
|
||||
## Mtihani
|
||||
|
||||
> **Kumbuka kuhusu mitihani**: Mitihani yote iko ndani ya folda ya Quiz-app katika etc\quiz-app, au [Mtandaoni Hapa](https://ff-quizzes.netlify.app/) Imeunganishwa kutoka ndani ya masomo, programu ya mtihani inaweza kuendeshwa kwa ndani au kuwekwa Azure; fuata maelekezo katika folda ya `quiz-app`. Inatafsiriwa polepole.
|
||||
> **Kumbuka kuhusu mitihani**: Mitihani yote iko katika folda ya Quiz-app ndani ya etc\quiz-app, au [Mtandaoni Hapa](https://ff-quizzes.netlify.app/) Imeunganishwa kutoka ndani ya masomo, programu ya mtihani inaweza kuendeshwa kwa local au kuachwa Azure; fuata maelekezo katika folda `quiz-app`. Hizo ziko katika mchakato wa kutafsiriwa kidogo kidogo.
|
||||
|
||||
## Kuhitaji Msaada
|
||||
## Tunahitaji Msaada
|
||||
|
||||
Je, una mapendekezo au umepata makosa ya tahajia au ya msimbo? Fungua suala au tengeneza ombi la kuvuta.
|
||||
Je, una mapendekezo au umeona makosa ya tahajia au nambari? Wasilisha suala au tengeneza ombi la kuchangia.
|
||||
|
||||
## Shukrani Maalum
|
||||
|
||||
* **✍️ Mwandishi Mkuu:** [Dmitry Soshnikov](http://soshnikov.com), PhD
|
||||
* **🔥 Mhariri:** [Jen Looper](https://twitter.com/jenlooper), PhD
|
||||
* **🎨 Mchoraji wa Sketchnote:** [Tomomi Imura](https://twitter.com/girlie_mac)
|
||||
* **✅ Muumbaji wa Mtihani:** [Lateefah Bello](https://github.com/CinnamonXI), [MLSA](https://studentambassadors.microsoft.com/)
|
||||
* **🎨 Mchora Sketchnote:** [Tomomi Imura](https://twitter.com/girlie_mac)
|
||||
* **✅ Mtengenezaji wa Mitihani:** [Lateefah Bello](https://github.com/CinnamonXI), [MLSA](https://studentambassadors.microsoft.com/)
|
||||
* **🙏 Washiriki Wakuu:** [Evgenii Pishchik](https://github.com/Pe4enIks)
|
||||
|
||||
## Mitaala Mengine
|
||||
|
|
@ -171,10 +171,10 @@ Timu yetu hutengeneza mitaala mingine! Angalia:
|
|||
### LangChain
|
||||
[](https://aka.ms/langchain4j-for-beginners)
|
||||
[](https://aka.ms/langchainjs-for-beginners?WT.mc_id=m365-94501-dwahlin)
|
||||
|
||||
[](https://github.com/microsoft/langchain-for-beginners?WT.mc_id=m365-94501-dwahlin)
|
||||
---
|
||||
|
||||
### Azure / Edge / MCP / Wakala
|
||||
### Azure / Edge / MCP / Agents
|
||||
[](https://github.com/microsoft/AZD-for-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://github.com/microsoft/edgeai-for-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://github.com/microsoft/mcp-for-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
|
|
@ -182,7 +182,7 @@ Timu yetu hutengeneza mitaala mingine! Angalia:
|
|||
|
||||
---
|
||||
|
||||
### Mfululizo wa AI wa Kizazi
|
||||
### Generative AI Series
|
||||
[](https://github.com/microsoft/generative-ai-for-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
[-9333EA?style=for-the-badge&labelColor=E5E7EB&color=9333EA)](https://github.com/microsoft/Generative-AI-for-beginners-dotnet?WT.mc_id=academic-105485-koreyst)
|
||||
[-C084FC?style=for-the-badge&labelColor=E5E7EB&color=C084FC)](https://github.com/microsoft/generative-ai-for-beginners-java?WT.mc_id=academic-105485-koreyst)
|
||||
|
|
@ -190,7 +190,7 @@ Timu yetu hutengeneza mitaala mingine! Angalia:
|
|||
|
||||
---
|
||||
|
||||
### Mafunzo ya Msingi
|
||||
### Core Learning
|
||||
[](https://aka.ms/ml-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://aka.ms/datascience-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://aka.ms/ai-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
|
|
@ -201,7 +201,7 @@ Timu yetu hutengeneza mitaala mingine! Angalia:
|
|||
|
||||
---
|
||||
|
||||
### Mfululizo wa Copilot
|
||||
### Copilot Series
|
||||
[](https://aka.ms/GitHubCopilotAI?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://github.com/microsoft/mastering-github-copilot-for-dotnet-csharp-developers?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://github.com/microsoft/CopilotAdventures?WT.mc_id=academic-105485-koreyst)
|
||||
|
|
@ -209,17 +209,17 @@ Timu yetu hutengeneza mitaala mingine! Angalia:
|
|||
|
||||
## Kupata Msaada
|
||||
|
||||
Ikiwa umekwama au una maswali kuhusu kujenga programu za AI. Jiunge na wanafunzi wenzao na watengenezaji wenye uzoefu katika majadiliano kuhusu MCP. Ni jamii yenye msaada ambapo maswali yanakaribishwa na maarifa hushirikiwa kwa huru.
|
||||
Kama umeishia au una maswali yoyote kuhusu kujenga programu za AI. Ungana na wanafunzi wenza na waendelezaji wenye uzoefu katika mijadala kuhusu MCP. Ni jamii yenye msaada ambapo maswali yanakaribishwa na maarifa hushirikiwa huru.
|
||||
|
||||
[](https://discord.gg/nTYy5BXMWG)
|
||||
|
||||
Ikiwa una maoni kuhusu bidhaa au makosa wakati wa kujenga tembelea:
|
||||
Kama una maoni kuhusu bidhaa au makosa wakati wa kujenga tembelea:
|
||||
|
||||
[](https://aka.ms/foundry/forum)
|
||||
|
||||
---
|
||||
|
||||
<!-- CO-OP TRANSLATOR DISCLAIMER START -->
|
||||
**Kauli ya Kutegemea**:
|
||||
Hati hii imetafsiriwa kwa kutumia huduma ya tafsiri ya AI [Co-op Translator](https://github.com/Azure/co-op-translator). Ingawa tunajitahidi kuwa sahihi, tafadhali fahamu kwamba tafsiri za kiotomatiki zinaweza kuwa na makosa au upungufu wa usahihi. Hati ya awali katika lugha yake ya asili inapaswa kuchukuliwa kama chanzo cha mamlaka. Kwa taarifa muhimu, tafsiri ya kitaalamu inayofanywa na binadamu inapendekezwa. Hatuhusiki kwa maelewano mabaya au tafsiri isiyo sahihi inayotokana na matumizi ya tafsiri hii.
|
||||
**Katombo La Majukumu**:
|
||||
Nyaraka hii imetafsiriwa kwa kutumia huduma ya tafsiri ya AI [Co-op Translator](https://github.com/Azure/co-op-translator). Ingawa tunajitahidi kuhakikisha usahihi, tafadhali fahamu kwamba tafsiri za kiotomatiki zinaweza kuwa na makosa au kasoro. Nyaraka ya asili katika lugha yake ya asili inapaswa kuzingatiwa kama chanzo cha mamlaka. Kwa taarifa muhimu, tafsiri ya kitaalamu inayotolewa na watu inashauriwa. Hatubebei lawama kwa kutoelewana au tafsiri potofu zinazotokana na matumizi ya tafsiri hii.
|
||||
<!-- CO-OP TRANSLATOR DISCLAIMER END -->
|
||||
|
|
@ -6,8 +6,8 @@
|
|||
"language_code": "tl"
|
||||
},
|
||||
"README.md": {
|
||||
"original_hash": "1984fc89dd304a8a33ab5584691a99aa",
|
||||
"translation_date": "2026-01-30T02:19:02+00:00",
|
||||
"original_hash": "75fe3383afc51eaa84b82ace619ffea7",
|
||||
"translation_date": "2026-02-06T08:48:43+00:00",
|
||||
"source_file": "README.md",
|
||||
"language_code": "tl"
|
||||
},
|
||||
|
|
|
|||
|
|
@ -12,165 +12,167 @@
|
|||
|
||||
[](https://discord.gg/nTYy5BXMWG)
|
||||
|
||||
# Artificial Intelligence para sa Mga Nagsisimula - Isang Kurikulum
|
||||
# Artificial Intelligence for Beginners - Isang Kurikulum
|
||||
|
||||
||
|
||||
|:---:|
|
||||
| AI Para sa Mga Nagsisimula - _Sketchnote ni [@girlie_mac](https://twitter.com/girlie_mac)_ |
|
||||
| AI For Beginners - _Sketchnote ni [@girlie_mac](https://twitter.com/girlie_mac)_ |
|
||||
|
||||
Siyasatin ang mundo ng **Artificial Intelligence** (AI) gamit ang aming 12-linggong, 24-pangangaraling kurikulum! Kasama dito ang mga praktikal na aralin, pagsusulit, at mga laboratoryo. Ang kurikulum ay angkop para sa mga nagsisimula at sumasaklaw sa mga kasangkapan tulad ng TensorFlow at PyTorch, pati na rin ang etika sa AI
|
||||
Tuklasin ang mundo ng **Artificial Intelligence** (AI) sa aming 12-linggong, 24-araling kurikulum! Kabilang dito ang mga praktikal na aralin, pagsusulit, at mga laboratoryo. Ang kurikulum ay angkop para sa mga nagsisimula at sumasaklaw sa mga kasangkapan tulad ng TensorFlow at PyTorch, pati na rin ang etika sa AI
|
||||
|
||||
|
||||
### 🌐 Suporta sa Maramihang Wika
|
||||
|
||||
#### Sinusuportahan sa pamamagitan ng GitHub Action (Awtomatiko at Laging Napapanahon)
|
||||
#### Sinusuportahan sa pamamagitan ng GitHub Action (Awtomatik at Laging Napapanahon)
|
||||
|
||||
<!-- CO-OP TRANSLATOR LANGUAGES TABLE START -->
|
||||
[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)](../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)](./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)
|
||||
|
||||
> **Mas gusto mo bang I-clone Lokal?**
|
||||
> **Mas gusto mo bang Mag-clone Lokally?**
|
||||
|
||||
> Kasama sa repositoryong ito ang 50+ na pagsasalin ng wika na lubos na nagpapalaki ng laki ng pag-download. Para mag-clone nang walang mga pagsasalin, gamitin ang sparse checkout:
|
||||
> Ang repository na ito ay mayroong 50+ na mga pagsasalin ng wika na malaki ang dagdag sa laki ng pag-download. Para mag-clone nang walang mga pagsasalin, gamitin ang 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'
|
||||
> ```
|
||||
> Binibigyan ka nito ng lahat ng kailangan mo upang matapos ang kurso nang mas mabilis ang pag-download.
|
||||
> Bibigyan ka nito ng lahat ng kailangan mo para matapos ang kurso nang mas mabilis ang pag-download.
|
||||
<!-- CO-OP TRANSLATOR LANGUAGES TABLE END -->
|
||||
|
||||
**Kung nais mong magkaroon ng karagdagang mga sinusuportahang wika ng pagsasalin ay nakalista [dito](https://github.com/Azure/co-op-translator/blob/main/getting_started/supported-languages.md)**
|
||||
**Kung nais mong magkaroon ng karagdagang soportadong mga wika ng pagsasalin na nakalista [dito](https://github.com/Azure/co-op-translator/blob/main/getting_started/supported-languages.md)**
|
||||
|
||||
## Sumali sa Komunidad
|
||||
[](https://discord.gg/nTYy5BXMWG)
|
||||
|
||||
## Ano ang iyong matututunan
|
||||
## Ano ang iyong Matututuhan
|
||||
|
||||
**[Mindmap ng Kurso](http://soshnikov.com/courses/ai-for-beginners/mindmap.html)**
|
||||
|
||||
Sa kurikulum na ito, matututuhan mo:
|
||||
Sa kurikulum na ito, matututunan mo:
|
||||
|
||||
* Iba’t ibang mga pamamaraan sa Artificial Intelligence, kabilang ang "magandang luma" na simbolikong pamamaraan gamit ang **Knowledge Representation** at pangangatwiran ([GOFAI](https://en.wikipedia.org/wiki/Symbolic_artificial_intelligence)).
|
||||
* **Neural Networks** at **Deep Learning**, na nasa puso ng modernong AI. Ilalarawan namin ang mga konsepto sa likod ng mga mahahalagang paksang ito gamit ang code sa dalawang pinakapopular na frameworks - [TensorFlow](http://Tensorflow.org) at [PyTorch](http://pytorch.org).
|
||||
* **Neural Architectures** para sa pagtatrabaho gamit ang mga imahe at teksto. Tatalakayin namin ang mga kamakailang modelo ngunit maaaring may kaunting kakulangan sa labing-huling mga estado ng teknolohiya.
|
||||
* Hindi gaanong popular na mga pamamaraan sa AI, tulad ng **Genetic Algorithms** at **Multi-Agent Systems**.
|
||||
* Iba’t ibang mga lapit sa Artificial Intelligence, kabilang ang "good old" na simbolikong lapit gamit ang **Knowledge Representation** at reasoning ([GOFAI](https://en.wikipedia.org/wiki/Symbolic_artificial_intelligence)).
|
||||
* **Neural Networks** at **Deep Learning**, na nasa puso ng modernong AI. Ipapakita namin ang mga konsepto sa likod ng mga mahalagang paksang ito gamit ang code sa dalawang pinakapopular na frameworks - [TensorFlow](http://Tensorflow.org) at [PyTorch](http://pytorch.org).
|
||||
* **Neural Architectures** para sa pagtatrabaho gamit ang mga larawan at teksto. Tatalakayin namin ang mga bagong modelo ngunit maaaring medyo kulang sa pinakabagong estado ng sining.
|
||||
* Mga hindi gaanong popular na lapit sa AI, tulad ng **Genetic Algorithms** at **Multi-Agent Systems**.
|
||||
|
||||
Hindi namin saklawin sa kurikulung ito:
|
||||
Ano ang hindi namin tatalakayin sa kurikulum na ito:
|
||||
|
||||
> [Hanapin ang lahat ng karagdagang mapagkukunan para sa kursong ito sa aming koleksyon sa Microsoft Learn](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum)
|
||||
> [Hanapin ang lahat ng karagdagang mga resources para sa kursong ito sa aming Microsoft Learn collection](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum)
|
||||
|
||||
* Mga kaso sa negosyo ng paggamit ng **AI sa Negosyo**. Isaalang-alang ang pagkuha ng [Panimula sa AI para sa mga gumagamit sa negosyo](https://docs.microsoft.com/learn/paths/introduction-ai-for-business-users/?WT.mc_id=academic-77998-bethanycheum) learning path sa Microsoft Learn, o [AI Business School](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-bethanycheum), na binuo kasama ang [INSEAD](https://www.insead.edu/).
|
||||
* **Classic Machine Learning**, na mahusay na inilalarawan sa aming [Machine Learning for Beginners Curriculum](http://github.com/Microsoft/ML-for-Beginners).
|
||||
* Praktikal na mga aplikasyon ng AI na ginawa gamit ang **[Cognitive Services](https://azure.microsoft.com/services/cognitive-services/?WT.mc_id=academic-77998-bethanycheum)**. Para dito, inirerekumenda naming magsimula ka sa mga module ng Microsoft Learn para sa [vision](https://docs.microsoft.com/learn/paths/create-computer-vision-solutions-azure-cognitive-services/?WT.mc_id=academic-77998-bethanycheum), [natural language processing](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-bethanycheum), **[Generative AI with Azure OpenAI Service](https://learn.microsoft.com/en-us/training/paths/develop-ai-solutions-azure-openai/?WT.mc_id=academic-77998-bethanycheum)** at iba pa.
|
||||
* Mga tiyak na ML **Cloud Frameworks**, tulad ng [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), o [Azure Databricks](https://docs.microsoft.com/learn/paths/data-engineer-azure-databricks?WT.mc_id=academic-77998-bethanycheum). Isaalang-alang ang paggamit ng [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) at [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) learning paths.
|
||||
* **Conversational AI** at **Chat Bots**. Mayroong hiwalay na [Create conversational AI solutions](https://docs.microsoft.com/learn/paths/create-conversational-ai-solutions/?WT.mc_id=academic-77998-bethanycheum) learning path, at maaari ka ring tumukoy sa [blog post na ito](https://soshnikov.com/azure/hello-bot-conversational-ai-on-microsoft-platform/) para sa higit pang detalye.
|
||||
* **Malalim na Matematika** sa likod ng deep learning. Para dito, inirerekumenda namin ang [Deep Learning](https://www.amazon.com/Deep-Learning-Adaptive-Computation-Machine/dp/0262035618) ni Ian Goodfellow, Yoshua Bengio at Aaron Courville, na makukuha rin online sa [https://www.deeplearningbook.org/](https://www.deeplearningbook.org/).
|
||||
* Mga kaso sa negosyo ng paggamit ng **AI sa Negosyo**. Isaalang-alang ang pagkuha ng [Introduction to AI for business users](https://docs.microsoft.com/learn/paths/introduction-ai-for-business-users/?WT.mc_id=academic-77998-bethanycheum) learning path sa Microsoft Learn, o [AI Business School](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-bethanycheum), na binuo kasama ang [INSEAD](https://www.insead.edu/).
|
||||
* **Classic Machine Learning**, na mahusay na inilarawan sa aming [Machine Learning for Beginners Curriculum](http://github.com/Microsoft/ML-for-Beginners).
|
||||
* Praktikal na mga aplikasyon ng AI na binuo gamit ang **[Cognitive Services](https://azure.microsoft.com/services/cognitive-services/?WT.mc_id=academic-77998-bethanycheum)**. Para dito, inirerekumenda naming magsimula ka sa mga module sa Microsoft Learn para sa [vision](https://docs.microsoft.com/learn/paths/create-computer-vision-solutions-azure-cognitive-services/?WT.mc_id=academic-77998-bethanycheum), [natural language processing](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-bethanycheum), **[Generative AI with Azure OpenAI Service](https://learn.microsoft.com/en-us/training/paths/develop-ai-solutions-azure-openai/?WT.mc_id=academic-77998-bethanycheum)** at iba pa.
|
||||
* Mga specific na ML **Cloud Frameworks**, tulad ng [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), o [Azure Databricks](https://docs.microsoft.com/learn/paths/data-engineer-azure-databricks?WT.mc_id=academic-77998-bethanycheum). Isaalang-alang ang paggamit ng [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) at [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) learning paths.
|
||||
* **Conversational AI** at **Chat Bots**. May hiwalay na [Create conversational AI solutions](https://docs.microsoft.com/learn/paths/create-conversational-ai-solutions/?WT.mc_id=academic-77998-bethanycheum) learning path, at maaari mo ring tingnan ang [blog post na ito](https://soshnikov.com/azure/hello-bot-conversational-ai-on-microsoft-platform/) para sa mas detalyadong impormasyon.
|
||||
* **Deep Mathematics** sa likod ng deep learning. Para dito, nirerekomenda namin ang [Deep Learning](https://www.amazon.com/Deep-Learning-Adaptive-Computation-Machine/dp/0262035618) ni Ian Goodfellow, Yoshua Bengio at Aaron Courville, na available din online sa [https://www.deeplearningbook.org/](https://www.deeplearningbook.org/).
|
||||
|
||||
Para sa banayad na pagpapakilala sa mga paksa ng _AI sa Cloud_, maaari mong isaalang-alang ang pagkuha ng [Get started with artificial intelligence on Azure](https://docs.microsoft.com/learn/paths/get-started-with-artificial-intelligence-on-azure/?WT.mc_id=academic-77998-bethanycheum) Learning Path.
|
||||
Para sa malumanay na pagpapakilala sa mga paksa ng _AI sa Cloud_ maaari mong isaalang-alang ang pagkuha ng [Get started with artificial intelligence on Azure](https://docs.microsoft.com/learn/paths/get-started-with-artificial-intelligence-on-azure/?WT.mc_id=academic-77998-bethanycheum) Learning Path.
|
||||
|
||||
# Nilalaman
|
||||
|
||||
| | Lesson Link | PyTorch/Keras/TensorFlow | Lab |
|
||||
| :-: | :------------------------------------------------------------------------------------------------------------------------------------------: | :---------------------------------------------------------------------------------------------: | ------------------------------------------------------------------------------ |
|
||||
| 0 | [Pagsasaayos ng Kurso](./lessons/0-course-setup/setup.md) | [I-setup ang Iyong Development Environment](./lessons/0-course-setup/how-to-run.md) | |
|
||||
| 0 | [Course Setup](./lessons/0-course-setup/setup.md) | [Setup Your Development Environment](./lessons/0-course-setup/how-to-run.md) | |
|
||||
| I | [**Panimula sa AI**](./lessons/1-Intro/README.md) | | |
|
||||
| 01 | [Panimula at Kasaysayan ng AI](./lessons/1-Intro/README.md) | - | - |
|
||||
| II | **Simbolikong AI** |
|
||||
| 02 | [Pagpapakita ng Kaalaman at Mga Expert System](./lessons/2-Symbolic/README.md) | [Mga Expert System](./lessons/2-Symbolic/Animals.ipynb) / [Ontology](./lessons/2-Symbolic/FamilyOntology.ipynb) /[Concept Graph](./lessons/2-Symbolic/MSConceptGraph.ipynb) | |
|
||||
| 02 | [Knowledge Representation and Expert Systems](./lessons/2-Symbolic/README.md) | [Expert Systems](./lessons/2-Symbolic/Animals.ipynb) / [Ontology](./lessons/2-Symbolic/FamilyOntology.ipynb) /[Concept Graph](./lessons/2-Symbolic/MSConceptGraph.ipynb) | |
|
||||
| III | [**Panimula sa Neural Networks**](./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 | [Multi-Layered Perceptron at Paglikha ng Sariling Framework](./lessons/3-NeuralNetworks/04-OwnFramework/README.md) | [Notebook](./lessons/3-NeuralNetworks/04-OwnFramework/OwnFramework.ipynb) | [Lab](./lessons/3-NeuralNetworks/04-OwnFramework/lab/README.md) |
|
||||
| 04 | [Multi-Layered Perceptron at Paggawa ng Sariling Framework](./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 | [Panimula sa Frameworks (PyTorch/TensorFlow) at Overfitting](./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 | [**Computer Vision**](./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)| [Siyasatin ang Computer Vision sa Microsoft Azure](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) |
|
||||
| IV | [**Computer Vision**](./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)| [Galugarin ang Computer Vision sa Microsoft Azure](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) |
|
||||
| 06 | [Panimula sa Computer Vision. 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 | [Convolutional Neural Networks](./lessons/4-ComputerVision/07-ConvNets/README.md) & [CNN Architectures](./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 | [Pre-trained Networks at Transfer Learning](./lessons/4-ComputerVision/08-TransferLearning/README.md) at [Training Tricks](./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) |
|
||||
| 07 | [Convolutional Neural Networks](./lessons/4-ComputerVision/07-ConvNets/README.md) & [Mga Arkitektura ng 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 | [Pre-trained Networks at Transfer Learning](./lessons/4-ComputerVision/08-TransferLearning/README.md) at [Mga Trik sa Pagsasanay](./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 | [Autoencoders at VAEs](./lessons/4-ComputerVision/09-Autoencoders/README.md) | [PyTorch](./lessons/4-ComputerVision/09-Autoencoders/AutoEncodersPyTorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/09-Autoencoders/AutoencodersTF.ipynb) | |
|
||||
| 10 | [Generative Adversarial Networks at Artistic Style Transfer](./lessons/4-ComputerVision/10-GANs/README.md) | [PyTorch](./lessons/4-ComputerVision/10-GANs/GANPyTorch.ipynb) / [TensorFlow](./lessons/4-ComputerVision/10-GANs/GANTF.ipynb) | |
|
||||
| 11 | [Object Detection](./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 | [Semantic Segmentation. 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 | [**Natural Language Processing**](./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) | [Siyasatin ang Natural Language Processing sa Microsoft Azure](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum)|
|
||||
| 13 | [Representasyon ng Teksto. 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 | [Semantic word embeddings. Word2Vec at 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 | [Language Modeling. Pagsasanay ng sariling embeddings](./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) |
|
||||
| V | [**Natural Language Processing**](./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) | [Galugarin ang Natural Language Processing sa Microsoft Azure](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum)|
|
||||
| 13 | [Presentasyon ng Teksto. 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 | [Mga Semantikong pag-embed ng salita. Word2Vec at 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 | [Pagsasanay ng Wika. Pagsasanay ng sariling embeddings](./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 | [Recurrent Neural Networks](./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 | [Generative Recurrent Networks](./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 | [Transformers. 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 | [Named Entity Recognition](./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 | [Malalaking Language Models, Prompt Programming at Few-Shot Tasks](./lessons/5-NLP/20-LangModels/README.md) | [PyTorch](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/20-LangModels/GPT-PyTorch.ipynb) | |
|
||||
| VI | **Ibang Teknik sa AI** || |
|
||||
| 20 | [Malalaking Modelong Pangwika, Prompt Programming at Mga Few-Shot na Gawain](./lessons/5-NLP/20-LangModels/README.md) | [PyTorch](https://microsoft.github.io/AI-For-Beginners/lessons/5-NLP/20-LangModels/GPT-PyTorch.ipynb) | |
|
||||
| VI | **Ibang Mga Teknik sa AI** || |
|
||||
| 21 | [Genetic Algorithms](./lessons/6-Other/21-GeneticAlgorithms/README.md) | [Notebook](./lessons/6-Other/21-GeneticAlgorithms/Genetic.ipynb) | |
|
||||
| 22 | [Deep Reinforcement Learning](./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 | [Multi-Agent Systems](./lessons/6-Other/23-MultiagentSystems/README.md) | | |
|
||||
| VII | **AI Ethics** | | |
|
||||
| 24 | [AI Ethics at Responsable AI](./lessons/7-Ethics/README.md) | [Microsoft Learn: Responsable AI Principles](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste) | |
|
||||
| IX | **Extras** | | |
|
||||
| 24 | [AI Ethics at Responsible AI](./lessons/7-Ethics/README.md) | [Microsoft Learn: Responsible AI Principles](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste) | |
|
||||
| IX | **Extra** | | |
|
||||
| 25 | [Multi-Modal Networks, CLIP at VQGAN](./lessons/X-Extras/X1-MultiModal/README.md) | [Notebook](./lessons/X-Extras/X1-MultiModal/Clip.ipynb) | |
|
||||
|
||||
## Bawat aralin ay naglalaman ng
|
||||
## Bawat leksyon ay naglalaman ng
|
||||
|
||||
* Material na dapat basahin bago ang aralin
|
||||
* Mga executable na Jupyter Notebooks, na kadalasan ay partikular sa framework (**PyTorch** o **TensorFlow**). Ang executable notebook ay naglalaman din ng maraming teoretikal na materyal, kaya para maintindihan ang paksa kailangan mong dumaan sa kahit isang bersyon ng notebook (PyTorch o TensorFlow).
|
||||
* **Labs** na available para sa ilang mga paksa, na nagbibigay sa iyo ng pagkakataon na subukan ang paggamit ng natutunang materyal sa isang partikular na problema.
|
||||
* Ang ilang mga seksyon ay may mga link sa [**MS Learn**](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) na mga module na sumasaklaw sa mga kaugnay na paksa.
|
||||
* Materyal para sa pre-reading
|
||||
* Mga executable na Jupyter Notebook, na madalas ay partikular sa framework (**PyTorch** o **TensorFlow**). Ang executable na notebook ay naglalaman din ng maraming teoretikal na materyal, kaya upang maunawaan ang paksa kailangan mong dumaan sa kahit isang bersyon ng notebook (PyTorch o TensorFlow).
|
||||
* Mga **Lab** na available sa ilang mga paksa, na nagbibigay ng pagkakataon upang subukang i-apply ang natutunang materyal sa isang partikular na problema.
|
||||
* Ilang seksyon ay may mga link sa mga module ng [**MS Learn**](https://learn.microsoft.com/en-us/collections/7w28iy2xrqzdj0?WT.mc_id=academic-77998-bethanycheum) na sumasaklaw sa kaugnay na mga paksa.
|
||||
|
||||
## Paano Magsimula
|
||||
## Pagsisimula
|
||||
|
||||
### 🎯 Bago ka sa AI? Magsimula dito!
|
||||
### 🎯 Bago ka sa AI? Magsimula Dito!
|
||||
|
||||
Kung ikaw ay ganap na bago sa AI at gusto mo ng mabilis na mga hands-on na halimbawa, tingnan ang aming [**Beginner-Friendly Examples**](./examples/README.md)! Kasama dito:
|
||||
Kung ganap kang bago sa AI at gusto mo ng mabilis at praktikal na mga halimbawa, tingnan ang aming [**Mga Halimbawa na Pang-Baguhan**](./examples/README.md)! Kasama dito ang:
|
||||
|
||||
- 🌟 **Hello AI World** - Ang iyong unang programa sa AI (pagnilala ng pattern)
|
||||
- 🧠 **Simple Neural Network** - Bumuo ng neural network mula sa simula
|
||||
- 🖼️ **Tagapag-uri ng Imahe** - Uriin ang mga imahe na may detalyadong mga paliwanag
|
||||
- 🌟 **Hello AI World** - Ang iyong unang programa sa AI (pagkilala ng pattern)
|
||||
- 🧠 **Simpleng Neural Network** - Gumawa ng isang neural network mula sa simula
|
||||
|
||||
- 🖼️ **Tagaklasipika ng Larawan** - Iklasipika ang mga larawan na may detalyadong mga komento
|
||||
- 💬 **Sentimyento ng Teksto** - Suriin ang positibo/negatibong teksto
|
||||
|
||||
Ang mga halimbawa na ito ay idinisenyo upang tulungan kang maunawaan ang mga konsepto ng AI bago pumasok sa buong kurikulum.
|
||||
Ang mga halimbawa na ito ay dinisenyo upang tulungan kang maunawaan ang mga konsepto ng AI bago sumabak sa buong kurikulum.
|
||||
|
||||
### 📚 Pag-setup ng Buong Kurikulum
|
||||
### 📚 Buong Setup ng Kurikulum
|
||||
|
||||
- Nilikha namin ang isang [setup lesson](./lessons/0-course-setup/setup.md) upang matulungan ka sa pag-set up ng iyong development environment. - Para sa mga Guro, nagsagawa kami ng isang [curricula setup lesson](./lessons/0-course-setup/for-teachers.md) para din sa inyo!
|
||||
- Paano [Patakbuhin ang code sa isang VSCode o Codespace](./lessons/0-course-setup/how-to-run.md)
|
||||
- Nilikha namin ang isang [lesson sa setup](./lessons/0-course-setup/setup.md) upang tulungan ka sa pagsasaayos ng iyong development environment.
|
||||
- Para sa mga Guro, may ginawa rin kaming [lesson sa setup ng kurikulum](./lessons/0-course-setup/for-teachers.md) para sa inyo!
|
||||
- Paano [Patakbuhin ang code sa VSCode o Codespace](./lessons/0-course-setup/how-to-run.md)
|
||||
|
||||
Sundin ang mga hakbang na ito:
|
||||
|
||||
Fork ang Repositoryo: I-click ang "Fork" button sa kanang itaas ng pahinang ito.
|
||||
I-fork ang Repositoryo: I-click ang "Fork" button sa kanang itaas ng pahinang ito.
|
||||
|
||||
Clone ang Repositoryo: `git clone https://github.com/microsoft/AI-For-Beginners.git`
|
||||
I-clone ang Repositoryo: `git clone https://github.com/microsoft/AI-For-Beginners.git`
|
||||
|
||||
Huwag kalimutang bigyan ng star (🌟) ang repo na ito para mas madali mo itong mahanap sa susunod.
|
||||
Huwag kalimutang i-star (🌟) ang repo na ito para madali mo itong mahanap sa susunod.
|
||||
|
||||
## Kilalanin ang Iba pang mga Nag-aaral
|
||||
## Makipagkita sa Ibang Mga Nag-aaral
|
||||
|
||||
Sumali sa aming [opisyal na AI Discord server](https://aka.ms/genai-discord?WT.mc_id=academic-105485-bethanycheum) para makipagkilala at makipag-network sa ibang mga nag-aaral na kumukuha ng kursong ito at makakuha ng suporta.
|
||||
Sumali sa aming [opisyal na AI Discord server](https://aka.ms/genai-discord?WT.mc_id=academic-105485-bethanycheum) upang makilala at makipag-network sa ibang mga nag-aaral na kumukuha ng kursong ito at makatanggap ng suporta.
|
||||
|
||||
Kung mayroon kang feedback sa produkto o mga tanong habang nagbuo, bisitahin ang aming [Azure AI Foundry Developer Forum](https://aka.ms/foundry/forum)
|
||||
|
||||
## Mga Pagsusulit
|
||||
|
||||
> **Isang paalala tungkol sa mga pagsusulit**: Lahat ng pagsusulit ay matatagpuan sa Quiz-app folder sa etc\quiz-app, o [Online Dito](https://ff-quizzes.netlify.app/) Nakalink ito mula sa loob ng mga lessons, maaaring patakbuhin ang quiz app nang lokal o i-deploy ito sa Azure; sundin ang mga tagubilin sa `quiz-app` folder. Unti-unti itong nilalagyan ng lokal na wika.
|
||||
> **Isang paalala tungkol sa mga pagsusulit**: Lahat ng pagsusulit ay nakapaloob sa Quiz-app folder sa etc\quiz-app, o [Online dito](https://ff-quizzes.netlify.app/) Naka-link ang mga ito mula sa loob ng mga leksyon, ang quiz app ay maaaring patakbuhin nang lokal o ideploy sa Azure; sundin ang mga tagubilin sa `quiz-app` folder. Unti-unti rin itong nilalokalisa.
|
||||
|
||||
## Kailangan ng Tulong
|
||||
## Naghahanap ng Tulong
|
||||
|
||||
May mga suhestiyon ka ba o nakakita ng mga maling baybay o pagkakamali sa code? Mag-raise ng isyu o gumawa ng pull request.
|
||||
Mayroon ka bang suhestiyon o nakakita ng mga typo o error sa code? Mag-raise ng isyu o gumawa ng pull request.
|
||||
|
||||
## Espesyal na Pasasalamat
|
||||
|
||||
* **✍️ Pangunahing May-akda:** [Dmitry Soshnikov](http://soshnikov.com), PhD
|
||||
* **🔥 Editor:** [Jen Looper](https://twitter.com/jenlooper), PhD
|
||||
* **🎨 Tagapag-illustrate ng Sketchnote:** [Tomomi Imura](https://twitter.com/girlie_mac)
|
||||
* **✅ Tagalikha ng Pagsusulit:** [Lateefah Bello](https://github.com/CinnamonXI), [MLSA](https://studentambassadors.microsoft.com/)
|
||||
* **🙏 Mga Pangunahing Kontribyutor:** [Evgenii Pishchik](https://github.com/Pe4enIks)
|
||||
* **✍️ Pangunahing May-akda:** [Dmitry Soshnikov](http://soshnikov.com), PhD
|
||||
* **🔥 Editor:** [Jen Looper](https://twitter.com/jenlooper), PhD
|
||||
* **🎨 Tagapaglalarawan ng Sketchnote:** [Tomomi Imura](https://twitter.com/girlie_mac)
|
||||
* **✅ Tagalikha ng Pagsusulit:** [Lateefah Bello](https://github.com/CinnamonXI), [MLSA](https://studentambassadors.microsoft.com/)
|
||||
* **🙏 Pangunahing Nag-ambag:** [Evgenii Pishchik](https://github.com/Pe4enIks)
|
||||
|
||||
## Iba pang mga Kurikulum
|
||||
## Iba Pang Kurikulum
|
||||
|
||||
Ang aming koponan ay gumagawa rin ng iba pang mga kurikulum! Tingnan ang:
|
||||
Gumagawa rin ang aming koponan ng iba pang mga kurikulum! Tingnan:
|
||||
|
||||
<!-- CO-OP TRANSLATOR OTHER COURSES START -->
|
||||
### LangChain
|
||||
[](https://aka.ms/langchain4j-for-beginners)
|
||||
[](https://aka.ms/langchainjs-for-beginners?WT.mc_id=m365-94501-dwahlin)
|
||||
|
||||
[](https://github.com/microsoft/langchain-for-beginners?WT.mc_id=m365-94501-dwahlin)
|
||||
---
|
||||
|
||||
### Azure / Edge / MCP / Agents
|
||||
|
|
@ -189,7 +191,7 @@ Ang aming koponan ay gumagawa rin ng iba pang mga kurikulum! Tingnan ang:
|
|||
|
||||
---
|
||||
|
||||
### Pangunahing Pag-aaral
|
||||
### Core Learning
|
||||
[](https://aka.ms/ml-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://aka.ms/datascience-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
[](https://aka.ms/ai-beginners?WT.mc_id=academic-105485-koreyst)
|
||||
|
|
@ -206,19 +208,19 @@ Ang aming koponan ay gumagawa rin ng iba pang mga kurikulum! Tingnan ang:
|
|||
[](https://github.com/microsoft/CopilotAdventures?WT.mc_id=academic-105485-koreyst)
|
||||
<!-- CO-OP TRANSLATOR OTHER COURSES END -->
|
||||
|
||||
## Paghingi ng Tulong
|
||||
## Pagkuha ng Tulong
|
||||
|
||||
Kung ikaw ay naipit o may mga tanong tungkol sa paggawa ng AI apps. Sumali sa kapwa nag-aaral at mga bihasang developer sa mga talakayan tungkol sa MCP. Isang suportadong komunidad kung saan malugod ang mga tanong at malayang ibinabahagi ang kaalaman.
|
||||
Kung ikaw ay natigil o may mga tanong tungkol sa paggawa ng AI apps, sumali sa mga kapwa nag-aaral at bihasang developer sa mga talakayan tungkol sa MCP. Isang suporta na komunidad ito kung saan malugod na tinatanggap ang mga katanungan at malayang ibinabahagi ang kaalaman.
|
||||
|
||||
[](https://discord.gg/nTYy5BXMWG)
|
||||
|
||||
Kung mayroon kang feedback sa produkto o mga error habang nagbuo, bisitahin:
|
||||
Kung mayroon kang feedback sa produkto o error habang gumagawa, bisitahin:
|
||||
|
||||
[](https://aka.ms/foundry/forum)
|
||||
|
||||
---
|
||||
|
||||
<!-- CO-OP TRANSLATOR DISCLAIMER START -->
|
||||
**Pagsasakatwiran**:
|
||||
Ang dokumentong ito ay isinalin gamit ang serbisyo ng AI na pagsasalin na [Co-op Translator](https://github.com/Azure/co-op-translator). Bagamat kami ay nagsusumikap para sa katumpakan, pakatandaan na ang awtomatikong pagsasalin ay maaaring maglaman ng mga pagkakamali o di-tumpak na bahagi. Ang orihinal na dokumento sa orihinal nitong wika ang dapat ituring na pangunahing sanggunian. Para sa mga mahahalagang impormasyon, inirerekomenda ang propesyonal na pagsasalin ng tao. Hindi kami mananagot sa anumang hindi pagkakaunawaan o maling interpretasyon na nagmumula sa paggamit ng pagsasaling ito.
|
||||
**Paalala**:
|
||||
Ang dokumentong ito ay isinalin gamit ang serbisyo ng AI na pagsasalin na [Co-op Translator](https://github.com/Azure/co-op-translator). Bagama't aming pinagsisikapang maging tumpak ang salin, pakatandaan na ang mga awtomatikong pagsasalin ay maaaring maglaman ng mga pagkakamali o kamalian. Ang orihinal na dokumento sa orihinal nitong wika ang dapat ituring na pangunahing sanggunian. Para sa mahahalagang impormasyon, inirerekomenda ang propesyonal na pagsasalin ng tao. Hindi kami mananagot sa anumang hindi pagkakaunawaan o maling interpretasyon na maaaring magmula sa paggamit ng pagsasaling ito.
|
||||
<!-- CO-OP TRANSLATOR DISCLAIMER END -->
|
||||
Loading…
Reference in New Issue