The "Get Shit Done with AI" Bootcamp focuses on real-world applications that will equip you with the skills and knowledge to become a great AI engineer.
| Category | Lesson | Tutorial | Video |
|---|---|---|---|
| AI/ML Foundations | Python Essentials for AI Engineering | Read | |
| Mathematics is the Language of AI | Read | ||
| Start Simple - The Power of Linear Models | Read | ||
| Essential PyTorch for Real-World Applications | Read | ||
| MLOps & Production | Understanding Your Data - Data Exploration | Read | |
| Fueling Production AI - Data Validation & Pipelines | Read | ||
| Reproducible Training - ML Pipelines & Experiment Tracking | Read | ||
| From Model to Service - Building and Dockerizing APIs | Read | ||
| Serving at Scale - Cloud Deployment with AWS | Read | ||
| AI Systems | Prompt Engineering | Read | |
| The AI Engineer Toolkit - APIs, structured output, tools | Read | Watch | |
| LangChain Foundations - An Engineer's Guide | Read | Watch | |
| Connect AI to External Systems - Model Context Protocol | Read | Watch | |
| Lies, Damn Lies and Hallucinations - Evaluating your LLMs | Read | ||
| RAG & Context | Build a Chatbot with Memory | Read | Watch |
| Use External Knowledge - Build a Cache-Augmented Generation (CAG) System | Read | Watch | |
| Create Knowledge for Your Models - Document Processing | Read | Watch | |
| Build a Retrieval-Augmented Generation System | Read | Watch | |
| AI Agents & Workflows | Choosing Your Approach - Workflows vs Agents | Read | |
| Teamwork Makes the Dream Work - Build Agentic Workflow | Read | Watch | |
| Thinking and Acting - Build an AI Agent | Read | Watch | |
| Chat With Your Data - A Local MCP AI Agent | Read | Watch |