AI Learning Resources
Roadmaps, courses, GitHub repos, and tutorials for AI engineers
Roadmaps
- Learn PythonCS50's Introduction to Programming with Python
- AI Engineer Roadmap 2025Comprehensive path from basics to advanced agentic systems
- MLOps RoadmapProduction AI deployment and scaling
Courses
- Building Agentic AI SystemsAndrew Ng — agents, tool calling, memory
- RAG in PracticeA foundational framework to adapt RAG systems as new tools and methods emerge
- LangChain for ProductionWorkflows and orchestration
- Applied AIMulti AI Agent Systems with crewAI
GitHub Repos
- LangGraphMulti-agent workflows & orchestration
- CrewAIBuild multi-agent systems
- AutoGenMicrosoft's agentic AI framework
- Project based learningYour comprehensive resource for learning and building with AI!
- Awesome Agentic PatternsA curated list of patterns and best practices for building agentic AI systems.
YouTube Videos
- How LLMs work? What are the neurons, why are there layers, and what is the math underlying it?