chore(i18n): sync translations with latest source changes (chunk 1/1, 6 changes)
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"language_code": "ur"
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},
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"etc/Mindmap.md": {
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"original_hash": "f2f88dbd2debd38e26149b27b1fd272d",
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"translation_date": "2025-08-26T11:21:01+00:00",
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"original_hash": "10abe483dbfb1e1ff695848f4d2e84a8",
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"translation_date": "2026-04-20T16:31:03+00:00",
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"source_file": "etc/Mindmap.md",
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"language_code": "ur"
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},
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@ -4,75 +4,77 @@
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- مصنوعی ذہانت کی تعریف
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- مصنوعی ذہانت کی تاریخ
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- مصنوعی ذہانت کے طریقے
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- ٹاپ ڈاؤن/سمبولک
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- باٹم اپ/نیورل
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- اوپر سے نیچے / علامتی
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- نیچے سے اوپر / نیورل
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- ارتقائی
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- ہم آہنگی / ابھرتی ہوئی مصنوعی ذہانت
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- ہم آہنگ / ابھرتی ہوئی مصنوعی ذہانت
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- [مائیکروسافٹ مصنوعی ذہانت بزنس اسکول](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-cacaste)
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## [سمبولک مصنوعی ذہانت](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/README.md)
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## [علامتی مصنوعی ذہانت](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/README.md)
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- علم کی نمائندگی
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- [ماہرانہ نظام](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/Animals.ipynb)
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- [اونٹولوجیز](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/FamilyOntology.ipynb)
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- سیمینٹک ویب
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- [مخاطبین](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/FamilyOntology.ipynb)
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- معنوی ویب
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## [نیورل نیٹ ورکس](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/README.md)
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- [پرسپٹرون](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/03-Perceptron/README.md)
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- [ملٹی لیئرڈ نیٹ ورکس](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/04-OwnFramework/README.md)
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- [کثیر پرت والے نیٹ ورکس](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/04-OwnFramework/README.md)
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- [فریم ورکس کا تعارف](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/README.md)
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- [پائی ٹورچ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb)
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- [پائی ٹارچ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb)
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- [ٹینسر فلو](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.md)
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- [اوورفٹنگ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/Overfitting.md)
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## [کمپیوٹر وژن](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/README.md)
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- مائیکروسافٹ لرن پر
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- [مصنوعی ذہانت کی بنیادی باتیں: کمپیوٹر وژن کا جائزہ](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste)
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- [پائی ٹورچ کے ساتھ کمپیوٹر وژن](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste)
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- ایم ایس لرن پر
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- [مصنوعی ذہانت کی بنیادیں: کمپیوٹر وژن کو دریافت کریں](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste)
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- [پائی ٹارچ کے ساتھ کمپیوٹر وژن](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste)
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- [ٹینسر فلو کے ساتھ کمپیوٹر وژن](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)
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- [کمپیوٹر وژن کا تعارف: اوپن سی وی](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md)
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- [کنوولوشنل نیٹ ورکس](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/README.md)
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- [سی این این آرکیٹیکچرز](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md)
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- [کمپیوٹر وژن کا تعارف۔ اوپن سی وی](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md)
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- [کنولوشنل نیٹ ورکس](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/README.md)
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- [سی این این کی ساختیں](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md)
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- [ٹرانسفر لرننگ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/README.md)
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- [ٹریننگ کے طریقے](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md)
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- [آٹو اینکوڈرز اور وی اے ایز](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/09-Autoencoders/README.md)
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- [جنریٹو ایڈورسریل نیٹ ورکس](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/README.md)
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- [تربیتی ترکیبیں](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md)
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- [آٹو انکوڈرز اور وی اے ایز](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/09-Autoencoders/README.md)
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- [جنریٹیو ایڈورسریل نیٹ ورکس](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/README.md)
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- [اسٹائل ٹرانسفر](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/StyleTransfer.ipynb)
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- [آبجیکٹ ڈیٹیکشن](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/11-ObjectDetection/README.md)
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- [سیگمنٹیشن](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/12-Segmentation/README.md)
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- [آبجیکٹ کی شناخت](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/11-ObjectDetection/README.md)
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- [سگمنٹیشن](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/12-Segmentation/README.md)
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## [قدرتی زبان کی پروسیسنگ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/README.md)
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- مائیکروسافٹ لرن پر
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- [مصنوعی ذہانت کی بنیادی باتیں: قدرتی زبان کی پروسیسنگ](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-cacaste)
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- [پائی ٹورچ کے ساتھ این ایل پی](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste)
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- ایم ایس لرن پر
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- [مصنوعی ذہانت کی بنیادیں: قدرتی زبان کی پروسیسنگ کو دریافت کریں](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-cacaste)
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- [پائی ٹارچ کے ساتھ این ایل پی](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste)
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- [ٹینسر فلو کے ساتھ این ایل پی](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste)
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- [متن کی نمائندگی](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/README.md)
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- بیگ آف ورڈز
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- الفاظ کا بیگ
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- ٹی ایف/آئی ڈی ایف
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- [سیمینٹک ایمبیڈنگز](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/README.md)
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- ورڈ2ویک
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- گلوو
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- [معنوی ایمبیڈنگز](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/README.md)
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- Word2Vec
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- GloVE
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- [زبان کی ماڈلنگ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling)
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- [ریکَرَنٹ نیورل نیٹ ورکس](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/README.md)
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- [دہرانے والے نیورل نیٹ ورکس](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/README.md)
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- ایل ایس ٹی ایم
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- جی آر یو
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- [جنریٹو ریکَرَنٹ نیٹ ورکس](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md)
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- [ٹرانسفارمرز اور بی ای آر ٹی](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/README.md)
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- [نامزد ادارہ کی شناخت](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/19-NER/README.md)
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- [جنریٹیو ری کرنٹ نیٹ ورکس](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md)
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- [ٹرانسفارمرز اور برٹ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/README.md)
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- [نامزد ہستی کی شناخت](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/19-NER/README.md)
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- [متن کی تخلیق اور جی پی ٹی](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/20-LanguageModels/README.md)
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## دیگر تکنیکیں
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- [جینیٹک الگورتھمز](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/21-GeneticAlgorithms/README.md)
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- [ڈیپ ری انفورسمنٹ لرننگ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/22-DeepRL/README.md)
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- [ملٹی ایجنٹ سسٹمز](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/23-MultiagentSystems/README.md)
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## [مصنوعی ذہانت کے اخلاقیات](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/7-Ethics/README.md)
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- [ذمہ دار مصنوعی ذہانت پر مائیکروسافٹ لرن](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste)
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- [جینیاتی الگورتھمز](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/21-GeneticAlgorithms/README.md)
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- [گہرا تقویتی لرننگ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/22-DeepRL/README.md)
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- [کثیر ایجنٹ سسٹمز](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/23-MultiagentSystems/README.md)
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## [مصنوعی ذہانت کی اخلاقیات](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/7-Ethics/README.md)
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- [ذمہ دار مصنوعی ذہانت پر ایم ایس لرن](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste)
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## اضافی مواد
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- [ملٹی موڈل نیٹ ورکس](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/README.md)
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- [سی ایل آئی پی](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/Clip.ipynb)
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- ڈی اے ایل ایل-ای
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- وی کیو-جی اے این
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- [کلپ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/Clip.ipynb)
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- DALL-E
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- VQ-GAN
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**ڈسکلیمر**:
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یہ دستاویز AI ترجمہ سروس [Co-op Translator](https://github.com/Azure/co-op-translator) کا استعمال کرتے ہوئے ترجمہ کی گئی ہے۔ ہم درستگی کے لیے کوشش کرتے ہیں، لیکن براہ کرم آگاہ رہیں کہ خودکار ترجمے میں غلطیاں یا غیر درستیاں ہو سکتی ہیں۔ اصل دستاویز کو اس کی اصل زبان میں مستند ذریعہ سمجھا جانا چاہیے۔ اہم معلومات کے لیے، پیشہ ور انسانی ترجمہ کی سفارش کی جاتی ہے۔ ہم اس ترجمے کے استعمال سے پیدا ہونے والی کسی بھی غلط فہمی یا غلط تشریح کے ذمہ دار نہیں ہیں۔
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---
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<!-- CO-OP TRANSLATOR DISCLAIMER START -->
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**دستبرداری**:
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اس دستاویز کا ترجمہ AI ترجمے کی سروس [Co-op Translator](https://github.com/Azure/co-op-translator) کے ذریعے کیا گیا ہے۔ اگرچہ ہم درستگی کے لیے کوشاں ہیں، براہ کرم نوٹ کریں کہ خودکار تراجم میں غلطیاں یا کمی بیشی ہو سکتی ہے۔ اصل دستاویز اپنی مادری زبان میں معتبر ماخذ سمجھا جانا چاہیے۔ اہم معلومات کے لیے، پیشہ ورانہ انسانی ترجمانی کی سفارش کی جاتی ہے۔ اس ترجمے کے استعمال سے پیدا ہونے والے کسی بھی غلط فہمی یا غلط تشریح کی ذمہ داری ہم پر عائد نہیں ہوتی۔
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<!-- CO-OP TRANSLATOR DISCLAIMER END -->
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@ -30,8 +30,8 @@
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"language_code": "zh-CN"
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},
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"etc/Mindmap.md": {
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"original_hash": "f2f88dbd2debd38e26149b27b1fd272d",
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"translation_date": "2025-08-24T20:43:02+00:00",
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"original_hash": "10abe483dbfb1e1ff695848f4d2e84a8",
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"translation_date": "2026-04-20T16:31:40+00:00",
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"source_file": "etc/Mindmap.md",
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"language_code": "zh-CN"
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},
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@ -1,23 +1,23 @@
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# 人工智能
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# AI
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## [人工智能简介](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/1-Intro/README.md)
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- 人工智能定义
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- 人工智能历史
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- 人工智能方法
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## [AI简介](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/1-Intro/README.md)
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- AI定义
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- AI历史
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- AI方法
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- 自上而下/符号主义
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- 自下而上/神经网络
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- 演化方法
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- 协同/涌现人工智能
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- [微软人工智能商业学院](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-cacaste)
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- 自下而上/神经
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- 进化
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- 协同 / 新兴AI
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- [微软AI商业学院](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-cacaste)
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## [符号主义人工智能](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/README.md)
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## [符号AI](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/README.md)
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- 知识表示
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- [专家系统](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/Animals.ipynb)
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- [本体论](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/FamilyOntology.ipynb)
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- 语义网
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## [神经网络](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/README.md)
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- [感知机](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/03-Perceptron/README.md)
|
||||
- [感知器](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/03-Perceptron/README.md)
|
||||
- [多层网络](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/04-OwnFramework/README.md)
|
||||
- [框架简介](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/README.md)
|
||||
- [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb)
|
||||
|
|
@ -26,25 +26,25 @@
|
|||
|
||||
## [计算机视觉](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/README.md)
|
||||
- 在微软学习平台
|
||||
- [人工智能基础：探索计算机视觉](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste)
|
||||
- [使用 PyTorch 的计算机视觉](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste)
|
||||
- [使用 TensorFlow 的计算机视觉](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)
|
||||
- [计算机视觉简介：OpenCV](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md)
|
||||
- [AI基础：探索计算机视觉](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste)
|
||||
- [使用PyTorch的计算机视觉](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste)
|
||||
- [使用TensorFlow的计算机视觉](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)
|
||||
- [CV简介。OpenCV](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md)
|
||||
- [卷积网络](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/README.md)
|
||||
- [卷积神经网络架构](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md)
|
||||
- [CNN架构](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md)
|
||||
- [迁移学习](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/README.md)
|
||||
- [训练技巧](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md)
|
||||
- [自动编码器和变分自动编码器](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/09-Autoencoders/README.md)
|
||||
- [生成对抗网络](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/README.md)
|
||||
- [风格迁移](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/StyleTransfer.ipynb)
|
||||
- [目标检测](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/11-ObjectDetection/README.md)
|
||||
- [图像分割](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/12-Segmentation/README.md)
|
||||
- [分割](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/12-Segmentation/README.md)
|
||||
|
||||
## [自然语言处理](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/README.md)
|
||||
- 在微软学习平台
|
||||
- [人工智能基础：探索自然语言处理](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-cacaste)
|
||||
- [使用 PyTorch 的自然语言处理](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste)
|
||||
- [使用 TensorFlow 的自然语言处理](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste)
|
||||
- [AI基础：探索自然语言处理](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-cacaste)
|
||||
- [使用PyTorch的NLP](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste)
|
||||
- [使用TensorFlow的NLP](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste)
|
||||
- [文本表示](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/README.md)
|
||||
- 词袋模型
|
||||
- TF/IDF
|
||||
|
|
@ -55,24 +55,26 @@
|
|||
- [循环神经网络](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/README.md)
|
||||
- LSTM
|
||||
- GRU
|
||||
- [生成式循环网络](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md)
|
||||
- [Transformer 和 BERT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/README.md)
|
||||
- [生成性循环网络](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md)
|
||||
- [Transformers和BERT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/README.md)
|
||||
- [命名实体识别](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/19-NER/README.md)
|
||||
- [文本生成与 GPT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/20-LanguageModels/README.md)
|
||||
|
||||
- [文本生成和GPT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/20-LanguageModels/README.md)
|
||||
## 其他技术
|
||||
- [遗传算法](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/21-GeneticAlgorithms/README.md)
|
||||
- [深度强化学习](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/22-DeepRL/README.md)
|
||||
- [多智能体系统](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/23-MultiagentSystems/README.md)
|
||||
|
||||
## [人工智能伦理](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/7-Ethics/README.md)
|
||||
- [微软学习平台上的负责任人工智能](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste)
|
||||
|
||||
## [AI伦理](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/7-Ethics/README.md)
|
||||
- [微软学习：负责任的AI](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste)
|
||||
## 额外内容
|
||||
- [多模态网络](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/README.md)
|
||||
- [CLIP](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/Clip.ipynb)
|
||||
- DALL-E
|
||||
- VQ-GAN
|
||||
|
||||
---
|
||||
|
||||
<!-- CO-OP TRANSLATOR DISCLAIMER START -->
|
||||
**免责声明**：
|
||||
本文档使用AI翻译服务 [Co-op Translator](https://github.com/Azure/co-op-translator) 进行翻译。尽管我们努力确保翻译的准确性，但请注意，自动翻译可能包含错误或不准确之处。应以原文档的原始语言版本为权威来源。对于关键信息，建议使用专业人工翻译。我们对于因使用本翻译而引起的任何误解或误读不承担责任。
|
||||
本文件使用 AI 翻译服务 [Co-op Translator](https://github.com/Azure/co-op-translator) 翻译。虽然我们力求准确，但请注意，自动翻译可能包含错误或不准确之处。原始语言的文件应被视为权威来源。对于关键信息，建议使用专业人工翻译。对于因使用本翻译而产生的任何误解或误读，我们不承担任何责任。
|
||||
<!-- CO-OP TRANSLATOR DISCLAIMER END -->
|
||||
|
|
@ -30,8 +30,8 @@
|
|||
"language_code": "zh-MO"
|
||||
},
|
||||
"etc/Mindmap.md": {
|
||||
"original_hash": "f2f88dbd2debd38e26149b27b1fd272d",
|
||||
"translation_date": "2025-08-26T11:21:29+00:00",
|
||||
"original_hash": "10abe483dbfb1e1ff695848f4d2e84a8",
|
||||
"translation_date": "2026-04-20T16:32:13+00:00",
|
||||
"source_file": "etc/Mindmap.md",
|
||||
"language_code": "zh-MO"
|
||||
},
|
||||
|
|
|
|||
|
|
@ -1,78 +1,80 @@
|
|||
# 人工智慧 (AI)
|
||||
# AI
|
||||
|
||||
## [人工智慧簡介](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/1-Intro/README.md)
|
||||
- 人工智慧的定義
|
||||
- 人工智慧的歷史
|
||||
- 人工智慧的方法
|
||||
## [AI 入門](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/1-Intro/README.md)
|
||||
- AI 定義
|
||||
- AI 歷史
|
||||
- AI 方法
|
||||
- 自上而下/符號式
|
||||
- 自下而上/神經網路
|
||||
- 自下而上/神經式
|
||||
- 演化式
|
||||
- 協同/湧現式人工智慧
|
||||
- [微軟人工智慧商業學院](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-cacaste)
|
||||
- 協同式 / 浮現式 AI
|
||||
- [微軟 AI 商業學院](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-cacaste)
|
||||
|
||||
## [符號式人工智慧](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/README.md)
|
||||
## [符號式 AI](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/README.md)
|
||||
- 知識表示
|
||||
- [專家系統](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/Animals.ipynb)
|
||||
- [本體論](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/FamilyOntology.ipynb)
|
||||
- 語意網
|
||||
- 語義網
|
||||
|
||||
## [神經網路](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/README.md)
|
||||
- [感知器](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/03-Perceptron/README.md)
|
||||
- [多層網路](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/04-OwnFramework/README.md)
|
||||
- [框架簡介](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/README.md)
|
||||
## [神經網絡](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/README.md)
|
||||
- [感知機](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/03-Perceptron/README.md)
|
||||
- [多層網絡](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/04-OwnFramework/README.md)
|
||||
- [框架入門](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/README.md)
|
||||
- [PyTorch](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/IntroPyTorch.ipynb)
|
||||
- [TensorFlow](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/IntroKerasTF.md)
|
||||
- [過擬合](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/Overfitting.md)
|
||||
|
||||
## [電腦視覺](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/README.md)
|
||||
- 在微軟學習平台上
|
||||
- [人工智慧基礎：探索電腦視覺](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste)
|
||||
- 在 MS Learn
|
||||
- [AI 基礎：探索電腦視覺](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste)
|
||||
- [使用 PyTorch 的電腦視覺](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste)
|
||||
- [使用 TensorFlow 的電腦視覺](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)
|
||||
- [電腦視覺簡介：OpenCV](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md)
|
||||
- [卷積網路](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/README.md)
|
||||
- [卷積神經網路架構](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md)
|
||||
- [電腦視覺入門。OpenCV](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md)
|
||||
- [卷積神經網絡](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/README.md)
|
||||
- [CNN 架構](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md)
|
||||
- [遷移學習](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/README.md)
|
||||
- [訓練技巧](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md)
|
||||
- [自編碼器與變分自編碼器 (VAEs)](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/09-Autoencoders/README.md)
|
||||
- [生成對抗網路 (GANs)](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/README.md)
|
||||
- [自編碼器與變分自編碼器](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/09-Autoencoders/README.md)
|
||||
- [生成對抗網絡](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/README.md)
|
||||
- [風格遷移](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/StyleTransfer.ipynb)
|
||||
- [物件偵測](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/11-ObjectDetection/README.md)
|
||||
- [影像分割](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/12-Segmentation/README.md)
|
||||
|
||||
- [目標檢測](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/11-ObjectDetection/README.md)
|
||||
- [圖像分割](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/12-Segmentation/README.md)
|
||||
|
||||
## [自然語言處理](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/README.md)
|
||||
- 在微軟學習平台上
|
||||
- [人工智慧基礎：探索自然語言處理](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-cacaste)
|
||||
- 在 MS Learn
|
||||
- [AI 基礎：探索自然語言處理](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-cacaste)
|
||||
- [使用 PyTorch 的自然語言處理](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste)
|
||||
- [使用 TensorFlow 的自然語言處理](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste)
|
||||
- [文本表示](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/README.md)
|
||||
- 詞袋模型 (Bag of Words)
|
||||
- 詞袋模型
|
||||
- TF/IDF
|
||||
- [語意嵌入](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/README.md)
|
||||
- [語義嵌入](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/README.md)
|
||||
- Word2Vec
|
||||
- GloVE
|
||||
- [語言建模](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling)
|
||||
- [循環神經網路 (RNN)](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/README.md)
|
||||
- 長短期記憶網路 (LSTM)
|
||||
- 閘控循環單元 (GRU)
|
||||
- [生成式循環網路](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md)
|
||||
- [Transformer 和 BERT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/README.md)
|
||||
- [命名實體識別 (NER)](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/19-NER/README.md)
|
||||
- [語言模型](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling)
|
||||
- [遞歸神經網絡](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/README.md)
|
||||
- LSTM
|
||||
- GRU
|
||||
- [生成遞歸網絡](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md)
|
||||
- [變壓器與 BERT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/README.md)
|
||||
- [命名實體識別](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/19-NER/README.md)
|
||||
- [文本生成與 GPT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/20-LanguageModels/README.md)
|
||||
|
||||
## 其他技術
|
||||
- [遺傳演算法](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/21-GeneticAlgorithms/README.md)
|
||||
- [遺傳算法](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/21-GeneticAlgorithms/README.md)
|
||||
- [深度強化學習](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/22-DeepRL/README.md)
|
||||
- [多代理系統](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/23-MultiagentSystems/README.md)
|
||||
- [多智能體系統](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/23-MultiagentSystems/README.md)
|
||||
|
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## [人工智慧倫理](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/7-Ethics/README.md)
|
||||
- [微軟學習平台上的負責任人工智慧](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste)
|
||||
|
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## 附加內容
|
||||
- [多模態網路](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/README.md)
|
||||
## [AI 倫理](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/7-Ethics/README.md)
|
||||
- [微軟學習責任 AI](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste)
|
||||
## 額外資源
|
||||
- [多模態網絡](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/README.md)
|
||||
- [CLIP](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/Clip.ipynb)
|
||||
- DALL-E
|
||||
- VQ-GAN
|
||||
|
||||
---
|
||||
|
||||
<!-- CO-OP TRANSLATOR DISCLAIMER START -->
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||||
**免責聲明**：
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本文檔使用 AI 翻譯服務 [Co-op Translator](https://github.com/Azure/co-op-translator) 進行翻譯。儘管我們努力確保準確性，但請注意，自動翻譯可能包含錯誤或不準確之處。原始語言的文件應被視為權威來源。對於關鍵信息，建議使用專業人工翻譯。我們對因使用此翻譯而引起的任何誤解或誤釋不承擔責任。
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本文件係透過 AI 翻譯服務 [Co-op Translator](https://github.com/Azure/co-op-translator) 進行翻譯。雖然我們致力於確保翻譯的準確性，但請注意，自動翻譯可能包含錯誤或不準確之處。原始語言文件應視為權威來源。對於關鍵資訊，建議採用專業人工翻譯。我們對因使用本翻譯所引起的任何誤解或誤譯概不負責。
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<!-- CO-OP TRANSLATOR DISCLAIMER END -->
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