Awesome Robotics Resources

Free Robotics & AI learning resources, including courses, books, lectures, research papers, tutorials, projects, and more.

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Deep Learning

← Artificial Intelligence · Home

Neural networks, backpropagation, CNNs, transformers, training practice.

Status: structure ready, curation pending. Only verified, legitimately free resources are listed; none are added until checked.

📚 Books

• Deep Learning
• Dive into Deep Learning
• Neural Networks and Deep Learning

🎓 University Courses

• MIT 6.S191 Introduction to Deep Learning
• Stanford CS231n
• Stanford CS224n

🎓 Online Courses

• fast.ai Practical Deep Learning
• Hugging Face Course
• DeepLearning.AI free resources

▶️ YouTube & Lecture Series

• MIT 6.S191
• Stanford CS231n
• Andrej Karpathy Neural Networks: Zero to Hero

🌐 Websites & Tutorials

• Dive into Deep Learning
• PyTorch tutorials
• TensorFlow tutorials

📝 Lecture Notes

• Stanford CS231n notes
• Stanford CS224n notes
• MIT 6.S191 materials

📄 Research Papers

• ResNet
• Attention Is All You Need
• Generative Adversarial Nets

💻 Projects

• PyTorch tutorials
• fast.ai notebooks
• Hugging Face notebooks

🧪 Interactive Resources

• TensorFlow Playground
• Distill visual essays
• CNN Explainer

🛠️ Official Documentation

• PyTorch
• TensorFlow
• Keras