📚 AI Learning Resources
Courses, tutorials, books and communities to learn AI.
👥Communities
🎬Videos
Andrej Karpathy's Neural Networks: Zero to Hero
intermediateBuild neural networks from scratch in Python. Covers backprop, GPT, tokenization, and more.
3Blue1Brown Neural Networks
beginnerBeautiful visual explanations of neural networks and deep learning fundamentals by Grant Sanderson.
📚Books
AI Engineering by Chip Huyen
intermediatePractical guide to building AI applications in production, covering MLOps, evaluation, and deployment.
Deep Learning by Ian Goodfellow
advancedThe definitive textbook on deep learning theory, covering math foundations, modern architectures, and research methods.
Hands-On Machine Learning
intermediateAurélien Géron's practical guide to ML with Scikit-Learn, Keras, and TensorFlow. Industry standard textbook.
📝Tutorials
OpenAI Cookbook
intermediateCollection of practical examples and best practices for using OpenAI APIs effectively.
Full Stack LLM Bootcamp
intermediateLearn to build, deploy, and manage LLM-powered applications from scratch.
Prompt Engineering Guide
beginnerComprehensive guide to prompt engineering techniques for various AI models and use cases.
LangChain Tutorial
intermediateOfficial tutorials for building LLM applications with LangChain, including RAG, agents, and chains.
🎓Courses
Hugging Face NLP Course
intermediateLearn NLP using the Transformers library. Covers tokenization, fine-tuning, and model deployment.
Google Machine Learning Crash Course
beginnerGoogle's fast-paced introduction to machine learning with TensorFlow APIs and real-world case studies.
Stanford CS229: Machine Learning
advancedStanford's flagship ML course covering supervised learning, unsupervised learning, and reinforcement learning.
Fast.ai Practical Deep Learning
beginnerTop-down approach to deep learning. Build real projects from day one without heavy math prerequisites.
Deep Learning Specialization
intermediateAndrew Ng's comprehensive deep learning course covering neural networks, CNNs, RNNs, and more.