Machine Learning & AI Tutorials¶

ML Operations¶

• MLflow API Experiments - Master MLflow for experiment tracking and model management
• ONNX Browser Inference - Deploy machine learning models directly in the browser
• RAG with Ollama + Database - Build intelligent data interfaces with retrieval-augmented generation
• MCP ↔ MLflow Toolchain - Data-agnostic LLM experimentation with Model Context Protocol
• Semantic ML Training - Master semantic machine learning from embeddings to production

Local LLM Deployments¶

• Local LLM Deployments (Ollama, llama.cpp, vLLM, TGI) - Methods, quantization, OpenAI-compatible serving, RAG, and benchmarks