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# בינה מלאכותית
## [מבוא לבינה מלאכותית](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/1-Intro/README.md)
## [הקדמה לבינה מלאכותית](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/1-Intro/README.md)
- הגדרת בינה מלאכותית
- היסטוריה של בינה מלאכותית
- גישות לבינה מלאכותית
- מלמעלה למטה/סימבולית
- מלמטה למעלה/נוירונית
- מלמעלה למטה / סמלית
- מלמטה למעלה / עצבית
- אבולוציונית
- סינרגטית / בינה מלאכותית מתהווה
- [בית הספר העסקי לבינה מלאכותית של מיקרוסופט](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-cacaste)
- סינרגטית / בינה מלאכותית מתפתחת
- [בית הספר לעסקים של מיקרוסופט לבינה מלאכותית](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-cacaste)
## [בינה מלאכותית סימבולית](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/README.md)
## [בינה מלאכותית סמלית](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/README.md)
- ייצוג ידע
- [מערכות מומחה](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/Animals.ipynb)
- [מערכות מומחים](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/Animals.ipynb)
- [אונטולוגיות](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/FamilyOntology.ipynb)
- הרשת הסמנטית
- רשת סמנטית
## [רשתות נוירונים](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/README.md)
## [רשתות עצביות](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/README.md)
- [פרספטרון](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/03-Perceptron/README.md)
- [רשתות מרובות שכבות](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/04-OwnFramework/README.md)
- [מבוא למסגרות עבודה](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/README.md)
- [רשתות רב-שכבתיות](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/04-OwnFramework/README.md)
- [הקדמה למסגרות עבודה](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)
- [התאמת יתר](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/Overfitting.md)
- [אוברפיטינג](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/Overfitting.md)
## [ראייה ממוחשבת](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/README.md)
- ב-Microsoft Learn
- ב-MS Learn
- [יסודות בינה מלאכותית: חקר ראייה ממוחשבת](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste)
- [ראייה ממוחשבת עם PyTorch](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste)
- [ראייה ממוחשבת עם TensorFlow](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)
- [מבוא לראייה ממוחשבת. OpenCV](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md)
- [הקדמה לראייה ממוחשבת. OpenCV](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md)
- [רשתות קונבולוציוניות](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/README.md)
- [ארכיטקטורות של רשתות קונבולוציוניות](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md)
- [למידת העברה](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/README.md)
- [טריקים לאימון](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md)
- [אוטואנקודרים ו-VAEs](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/09-Autoencoders/README.md)
- [ארכיטקטורות CNN](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md)
- [למידה מועברת](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/README.md)
- [טריקים באימון](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md)
- [אוטואנקלודרים ו-VAEs](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/09-Autoencoders/README.md)
- [רשתות גנרטיביות מתחרות](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/README.md)
- [העברת סגנון](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/StyleTransfer.ipynb)
- [זיהוי אובייקטים](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/11-ObjectDetection/README.md)
- [גילוי אובייקטים](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/11-ObjectDetection/README.md)
- [סגמנטציה](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/12-Segmentation/README.md)
## [עיבוד שפה טבעית](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/README.md)
- ב-Microsoft Learn
- ב-MS Learn
- [יסודות בינה מלאכותית: חקר עיבוד שפה טבעית](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-cacaste)
- [עיבוד שפה טבעית עם PyTorch](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste)
- [עיבוד שפה טבעית עם TensorFlow](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste)
- [ייצוג טקסט](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/README.md)
- Bag of Words
- שקית מילים
- TF/IDF
- [הטמעות סמנטיות](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/README.md)
- Word2Vec
- GloVE
- [מודלים לשוניים](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling)
- [רשתות נוירונים חוזרות](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/README.md)
- [דגמי שפה](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling)
- [רשתות עצביות חוזרות](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/README.md)
- LSTM
- GRU
- [רשתות חוזרות גנרטיביות](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md)
- [רשתות מחוללות חוזרות](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md)
- [טרנספורמרים ו-BERT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/README.md)
- [זיהוי ישויות בשם](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/19-NER/README.md)
- [זיהוי ישויות מוכרות](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/19-NER/README.md)
- [יצירת טקסט ו-GPT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/20-LanguageModels/README.md)
## טכניקות נוספות
- [אלגוריתמים גנטיים](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/21-GeneticAlgorithms/README.md)
- [למידת חיזוק עמוקה](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/22-DeepRL/README.md)
- [למידה מחזקת עמוקה](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/22-DeepRL/README.md)
- [מערכות מרובות סוכנים](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/23-MultiagentSystems/README.md)
## [אתיקה בבינה מלאכותית](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/7-Ethics/README.md)
- [Microsoft Learn על בינה מלאכותית אחראית](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste)
- [MS Learn על בינה מלאכותית אחראית](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste)
## תוספות
- [רשתות מולטימודליות](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/README.md)
- [רשתות רב-מודליות](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 -->
**כתב ויתור**:
מסמך זה תורגם באמצעות שירות תרגום מבוסס בינה מלאכותית [Co-op Translator](https://github.com/Azure/co-op-translator). למרות שאנו שואפים לדיוק, יש לקחת בחשבון שתרגומים אוטומטיים עשויים להכיל שגיאות או אי-דיוקים. המסמך המקורי בשפתו המקורית נחשב למקור הסמכותי. למידע קריטי, מומלץ להשתמש בתרגום מקצועי על ידי מתרגם אנושי. איננו נושאים באחריות לכל אי-הבנה או פרשנות שגויה הנובעת משימוש בתרגום זה.
מסמך זה תורגם באמצעות שירות תרגום מבוסס בינה מלאכותית [Co-op Translator](https://github.com/Azure/co-op-translator). בעוד שאנו שואפים לדייק, יש להיות מודעים לכך שתמירות אוטומטיות עלולות לכלול טעויות או אי-דיוקים. המסמך המקורי בשפת המקור שלו צריך להיחשב כמקור הסמכותי. עבור מידע קריטי, מומלץ תרגום מקצועי על ידי אדם. איננו אחראים לכל אי-הבנות או פרשנויות מוטעות הנובעות משימוש בתרגום זה.
<!-- CO-OP TRANSLATOR DISCLAIMER END -->

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# AI
## [Pengantar AI](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/1-Intro/README.md)
## [Pengenalan AI](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/1-Intro/README.md)
- Definisi AI
- Sejarah AI
- Pendekatan dalam AI
- Top-down/Symbolic
- Pendekatan AI
- Top-down/Simbilik
- Bottom-up/Neural
- Evolusioner
- Synergetic / Emergent AI
- [Microsoft AI Business School](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-cacaste)
- Sinergis / Emergen AI
- [Sekolah Bisnis AI Microsoft](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-cacaste)
## [AI Simbolik](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/README.md)
- Representasi Pengetahuan
- [Sistem Pakar](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/Animals.ipynb)
- [Ontologi](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/FamilyOntology.ipynb)
- Web Semantik
- Semantic Web
## [Jaringan Neural](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/README.md)
- [Perceptron](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/03-Perceptron/README.md)
- [Jaringan Multi-Layer](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/04-OwnFramework/README.md)
- [Pengantar Framework](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/README.md)
- [Jaringan Berlapis Banyak](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/04-OwnFramework/README.md)
- [Pengenalan Framework](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)
- [Overfitting](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/Overfitting.md)
## [Computer Vision](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/README.md)
## [Visi Komputer](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/README.md)
- Di MS Learn
- [AI Fundamentals: Jelajahi Computer Vision](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste)
- [CV dengan PyTorch](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste)
- [CV dengan TensorFlow](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)
- [Pengantar CV. OpenCV](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md)
- [Dasar-dasar AI: Menjelajahi Visi Komputer](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste)
- [Visi Komputer dengan PyTorch](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste)
- [Visi Komputer dengan TensorFlow](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)
- [Pengenalan Visi Komputer. OpenCV](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md)
- [Jaringan Konvolusi](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/README.md)
- [Arsitektur CNN](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md)
- [Transfer Learning](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/README.md)
- [Pembelajaran Transfer](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/README.md)
- [Trik Pelatihan](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md)
- [Autoencoder dan VAE](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/09-Autoencoders/README.md)
- [Generative Adversarial Networks](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/README.md)
- [Style Transfer](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/StyleTransfer.ipynb)
- [Jaringan Adversarial Generatif](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/README.md)
- [Transfer Gaya](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/StyleTransfer.ipynb)
- [Deteksi Objek](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/11-ObjectDetection/README.md)
- [Segmentasi](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/12-Segmentation/README.md)
## [Pemrosesan Bahasa Alami](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/README.md)
- Di MS Learn
- [AI Fundamentals: Jelajahi NLP](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-cacaste)
- [Dasar-dasar AI: Menjelajahi NLP](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-cacaste)
- [NLP dengan PyTorch](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste)
- [NLP dengan TensorFlow](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste)
- [Representasi Teks](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/README.md)
@ -56,17 +56,17 @@
- LSTM
- GRU
- [Jaringan Rekuren Generatif](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md)
- [Transformers dan BERT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/README.md)
- [Transformer dan BERT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/README.md)
- [Pengenalan Entitas Bernama](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/19-NER/README.md)
- [Generasi Teks dan GPT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/20-LanguageModels/README.md)
## Teknik Lainnya
- [Algoritma Genetika](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/21-GeneticAlgorithms/README.md)
- [Deep Reinforcement Learning](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/22-DeepRL/README.md)
- [Pembelajaran Penguatan Mendalam](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/22-DeepRL/README.md)
- [Sistem Multi-Agen](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/23-MultiagentSystems/README.md)
## [Etika AI](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/7-Ethics/README.md)
- [MS Learn tentang AI yang Bertanggung Jawab](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste)
## Tambahan
- [MS Learn tentang AI Bertanggung Jawab](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste)
## Ekstra
- [Jaringan Multimodal](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
@ -74,5 +74,7 @@
---
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# AI
## [Giới thiệu về AI](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/1-Intro/README.md)
- Định nghĩa AI
- Lịch sử của AI
- Định nghĩa về AI
- Lịch sử AI
- Các phương pháp tiếp cận AI
- Top-down/Symbolic
- Bottom-up/Neural
- Từ trên xuống / Biểu tượng học
- Từ dưới lên / Mạng nơ-ron
- Tiến hóa
- AI Đồng bộ / Nổi lên
- [Microsoft AI Business School](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-cacaste)
- AI tổng hợp / Nổi bật
- [Trường Kinh doanh AI của Microsoft](https://www.microsoft.com/ai/ai-business-school/?WT.mc_id=academic-77998-cacaste)
## [AI Symbolic](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/README.md)
## [AI Biểu tượng học](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/README.md)
- Biểu diễn tri thức
- [Hệ thống chuyên gia](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/Animals.ipynb)
- [Ontology](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/2-Symbolic/FamilyOntology.ipynb)
- Web ngữ nghĩa
- Mạng ngữ nghĩa
## [Mạng nơ-ron](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/README.md)
## [Mạng nơ-ron nhân tạo](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/README.md)
- [Perceptron](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/03-Perceptron/README.md)
- [Mạng nhiều lớp](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/04-OwnFramework/README.md)
- [Giới thiệu về Frameworks](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/README.md)
- [Giới thiệu các Framework](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)
- [Overfitting](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/Overfitting.md)
- [Quá khớp](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/3-NeuralNetworks/05-Frameworks/Overfitting.md)
## [Thị giác máy tính](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/README.md)
- Trên MS Learn
- [AI Cơ bản: Khám phá Thị giác Máy tính](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste)
- [Thị giác Máy tính với PyTorch](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste)
- [Thị giác Máy tính với TensorFlow](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)
- [Giới thiệu về Thị giác Máy tính. OpenCV](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md)
- [Mạng nơ-ron tích chập](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/README.md)
- [Kiến thức cơ bản về AI: Khám phá Thị giác máy tính](https://docs.microsoft.com/learn/paths/explore-computer-vision-microsoft-azure/?WT.mc_id=academic-77998-cacaste)
- [Thị giác máy tính với PyTorch](https://docs.microsoft.com/learn/modules/intro-computer-vision-pytorch/?WT.mc_id=academic-77998-cacaste)
- [Thị giác máy tính với TensorFlow](https://docs.microsoft.com/learn/modules/intro-computer-vision-TensorFlow/?WT.mc_id=academic-77998-cacaste)
- [Giới thiệu về CV. OpenCV](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/06-IntroCV/README.md)
- [Mạng tích chập](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/README.md)
- [Kiến trúc CNN](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/07-ConvNets/CNN_Architectures.md)
- [Học chuyển giao](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/README.md)
- [Mẹo huấn luyện](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/08-TransferLearning/TrainingTricks.md)
- [Autoencoders và VAEs](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/09-Autoencoders/README.md)
- [Mạng đối kháng sinh](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/README.md)
- [Mạng đối kháng sinh tạo](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/README.md)
- [Chuyển đổi phong cách](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/10-GANs/StyleTransfer.ipynb)
- [Phát hiện đối tượng](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/11-ObjectDetection/README.md)
- [Phân đoạn](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/4-ComputerVision/12-Segmentation/README.md)
## [Xử lý ngôn ngữ tự nhiên](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/README.md)
- Trên MS Learn
- [AI Cơ bản: Khám phá NLP](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-cacaste)
- [Kiến thức cơ bản về AI: Khám phá NLP](https://docs.microsoft.com/learn/paths/explore-natural-language-processing/?WT.mc_id=academic-77998-cacaste)
- [NLP với PyTorch](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-pytorch/?WT.mc_id=academic-77998-cacaste)
- [NLP với TensorFlow](https://docs.microsoft.com/learn/modules/intro-natural-language-processing-TensorFlow/?WT.mc_id=academic-77998-cacaste)
- [Biểu diễn văn bản](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/13-TextRep/README.md)
- Bag of Words
- Túi từ
- TF/IDF
- [Embedding ngữ nghĩa](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/README.md)
- [Nhúng ngữ nghĩa](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/14-Embeddings/README.md)
- Word2Vec
- GloVE
- [Mô hình ngôn ngữ](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/15-LanguageModeling)
- [Mạng nơ-ron hồi tiếp](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/16-RNN/README.md)
- LSTM
- GRU
- [Mạng hồi tiếp sinh](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md)
- [Mạng hồi tiếp sinh tạo](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/17-GenerativeNetworks/README.md)
- [Transformers và BERT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/18-Transformers/README.md)
- [Nhận diện thực thể có tên](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/19-NER/README.md)
- [Nhận dạng thực thể có tên](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/19-NER/README.md)
- [Sinh văn bản và GPT](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/5-NLP/20-LanguageModels/README.md)
## Các kỹ thuật khác
- [Thuật toán di truyền](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/6-Other/21-GeneticAlgorithms/README.md)
@ -66,13 +66,15 @@
## [Đạo đức AI](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/7-Ethics/README.md)
- [MS Learn về AI có trách nhiệm](https://docs.microsoft.com/learn/paths/responsible-ai-business-principles/?WT.mc_id=academic-77998-cacaste)
## Phần bổ sung
- [Mạng đa mô hình](https://github.com/microsoft/AI-For-Beginners/blob/main/lessons/X-Extras/X1-MultiModal/README.md)
## Phần mở rộng
- [Mạng đa phương thức](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
---
**Tuyên bố miễn trừ trách nhiệm**:
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