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AI & LLM Systems Engineering

Build, evaluate, and scale production-grade RAG pipelines, neural networks, and autonomous ReAct agents.

A complete interactive path through modern AI engineering: start with mathematical foundations (linear algebra, vectors, distributions), move into deep learning mechanics (live backpropagation, loss functions), explore transformer self-attention heatmaps, and build production RAG and autonomous ReAct agent systems with automated evals.

Free foreverintermediate5 modules~14 hours total

Curriculum

Your progress

0 of 5 modules complete
  1. 1

    Mathematics for Machine Learning (Vectors, SVD, Bayes)

    /ai/aimathviz
    Start module
  2. 2

    Neural Networks & Live Backpropagation

    /fullstack/aicosmos
    Start module
  3. 3

    Transformer Self-Attention & Heatmaps

    /fullstack/aicosmos
    Start module
  4. 4

    Advanced Hybrid RAG & Re-Ranking

    /fullstack/aicosmos
    Start module
  5. 5

    Autonomous AI Agents & ReAct Tool Loops

    /fullstack/aicosmos
    Start module