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Roadmap

Curriculum Map

graph TD
    V1["Vol 1<br/>Foundations"] --> V2["Vol 2<br/>Python Engineering"]
    V2 --> V3["Vol 3<br/>Machine Learning"]
    V3 --> V4["Vol 4<br/>Deep Learning"]
    V4 --> V5["Vol 5<br/>Transformers"]
    V5 --> V6["Vol 6<br/>LLMs"]
    V6 --> V7["Vol 7<br/>RAG"]
    V6 --> V8["Vol 8<br/>AI Agents"]
    V7 --> V8
    V8 --> V9["Vol 9<br/>MLOps"]
    V9 --> V10["Vol 10<br/>Enterprise AI"]

    style V1 fill:#1e40af,color:#fff
    style V2 fill:#1e40af,color:#fff
    style V3 fill:#1d4ed8,color:#fff
    style V4 fill:#1d4ed8,color:#fff
    style V5 fill:#2563eb,color:#fff
    style V6 fill:#2563eb,color:#fff
    style V7 fill:#3b82f6,color:#fff
    style V8 fill:#3b82f6,color:#fff
    style V9 fill:#60a5fa,color:#fff
    style V10 fill:#93c5fd,color:#000

Completion Status

Volume Title Chapters Status
01 Foundations of AI Ch 0-3 In Progress
02 Python Engineering Ch 1-3 In Progress
03 Machine Learning Ch 1-4 Planned
04 Deep Learning Ch 1-4 Planned
05 Transformers Ch 1-3 Planned
06 Large Language Models Ch 1-4 Planned
07 RAG Ch 1-3 Planned
08 AI Agents Ch 1-3 Planned
09 MLOps Ch 1-3 Planned
10 Enterprise AI Ch 1-3 Planned

Modern AI Stack

graph TB
    User["User / Application"]
    FE["Frontend"]
    API["API Gateway"]
    BL["Business Logic"]
    Orch["LLM Orchestration<br/>(LangChain / LlamaIndex)"]
    Ret["Retrieval Layer"]
    VDB["Vector Database"]
    LLM["LLM Inference"]
    Mon["Observability & Monitoring"]

    User --> FE --> API --> BL --> Orch
    Orch --> Ret --> VDB
    Orch --> LLM
    LLM --> Mon
    Orch --> Mon

    style LLM fill:#7c3aed,color:#fff
    style VDB fill:#0891b2,color:#fff
    style Mon fill:#059669,color:#fff

Note

LLMs are one component of a production AI system. This course covers the entire stack.