EVERYTHING AIAI engineering, made visual
Visual edition planned
Phase 19 · Lesson 37BuildPython1.5 h85 lessons in phase

Loading Pretrained Weights

Training a 124 million parameter model from scratch is a budget decision; loading a published checkpoint is a Tuesday. This lesson loads pretrained GPT-2 style weights from a safetensors file into the exact architecture from lesson 35, walks the parameter name mapping piece by piece, and sanity generates a continuation to prove the load worked. No network, no third party loaders, no opaque magic.

Visual edition planned

This lesson isn’t interactive yet.

It is part of the curriculum and will get the same treatment as Phase 1 — a visual cover, hands-on labs, derivations with numeric checks and a quiz. Until then, the original lesson is the best place to read it:

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