Advanced LLM Engineering, RAG & Agentic AI → Topics: FastAPI Docker Redis Security Monitoring

12 Sections
24 Lessons
10 Weeks

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Section 1 – Foundations of LLM Engineering
2
- 1.1
  Week 1 • Modern LLMs Topics GPT & BERT Tokenization RoPE Mixture of Experts (MoE) Flash Attention
  30 Minutes
- 1.2
  Project: Run Open-Source LLMs
  10 Minutes
Week 2 • Prompt Engineering
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2
- 2.1
  Topics: Zero-Shot Prompting Few-Shot Prompting Chain of Thought ReAct Framework Structured Outputs
  45 Minutes
- 2.2
  Project: AI Prompt Assistant
  45 Minutes
Week 3 • RAG Fundamentals
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2
- 3.1
  Topics: Embeddings Chunking Vector Databases Semantic Search
  10 Minutes
- 3.2
  Project: PDF Question Answering System
  10 Minutes
Week 4 • Advanced RAG
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2
- 4.1
  Topics: Self-RAG CRAG Adaptive RAG GraphRAG Re-ranking
  10 Minutes
- 4.2
  Project: Enterprise Knowledge Assistant
  10 Minutes
Section 2 – Agentic AI Development
Week 5 • LangChain
2
- 5.1
  Topics: Chains LCEL Retrievers Memory Agents
  10 Minutes
- 5.2
  Project: SQL & Document Chatbot
  15 Minutes
Week 6 • LangGraph & Agentic AI
2
- 6.1
  Topics: State Graphs Multi-Agent Systems Tool Calling Reflection
- 6.2
  Project: Autonomous Research Agent
Week 7 • LLM Evaluation
2
- 7.1
  Topics: LangSmith Ragas DeepEval TruLens Hallucination Detection
- 7.2
  Project: Evaluate an AI Assistant
Week 8 • Ollama & Local LLMs
2
- 8.1
  Topics: Ollama GGUF Models Quantization Local APIs
- 8.2
  Project: Offline Local RAG Chatbot
Section 3 – Production AI Systems
Week 9 • Fine-Tuning LLMs
2
- 9.1
  Topics: SFT LoRA QLoRA PEFT DPO
- 9.2
  Project: Domain-Specific LLM
Week 10 • AI Agents & MCP
2
- 10.1
  Topics: Model Context Protocol (MCP) Memory Planning Browser Tools File Tools API Tools
- 10.2
  Project: Personal AI Agent
Week 11 • Production Systems
2
- 11.1
  Topics: FastAPI Docker Redis Security Monitoring
- 11.2
  Project: Enterprise LLM API Deployment
Week 12 • Capstone Project
2
- 12.1
  End-to-End LLM Engineering & Agentic AI
- 12.2
  Final Project Production-Ready AI Application