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Training Dynamics & Scaling

Learning-rate schedules, warmup, loss spikes, critical batch size, muP, and scaling laws.

16concepts
157flashcards
135minutes of reading
Start with Gradient Accumulation Drill the deck
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  1. 01 Gradient Accumulation The trick that lets a single GPU simulate a batch size far larger than what fits in its memory, at the cost of wall-clock time rather than compute. beginner 6m 4 cards