Machine learning

The long road: intuition first, then the maths, then building it yourself. Slower than the other paths, and it does not expire.

1. Intuition
2. Foundations
3. Build it yourself

Read this, in order

  1. 1 How LLMs actually work tuaregs · Guide A gentle on-ramp to the ideas everything below assumes.
  2. 2 Neural networks, visually 3Blue1Brown · Video Intuition before notation. Do this in the order given.
  3. 3 Machine Learning Specialization Andrew Ng / Coursera · Article The structured classic. Still the safest starting course there is.
  4. 4 Practical Deep Learning fast.ai · Article Top-down and code-first. Pairs well with the course above, which is bottom-up.
  5. 5 The books worth reading tuaregs · Book Where to go once the courses run out. Most of them are free.

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