The New Engineer
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Level 1 of 4

Noob level

You are here if you are starting from zero — no prior ML, no assumed math. These five phases build the base: a working toolchain, the math that actually gets used, core machine learning, deep learning fundamentals, and your first computer-vision models.

The five phases (93 lessons)

  1. 00 Setup and Tooling· 12 lessons

    Get your environment ready for everything that follows.

  2. 01 Math Foundations· 22 lessons

    The intuition behind every AI algorithm, through code, not textbooks.

  3. 02 ML Fundamentals· 18 lessons

    Classical machine learning is still the backbone of most production AI.

  4. 03 Deep Learning Core· 13 lessons

    Neural networks from first principles. No frameworks until you build one yourself.

  5. 04 Computer Vision· 28 lessons

    From pixels to understanding across image, video, and 3D.

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