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Track 0: Foundations

Build the mental models that separate research engineers from ML practitioners.

Memory & Compute
The Memory Wall15m
Gradient Flow Under Pressure18m
Optimizers
SGD & Momentum15m
Adam, Warmup & Scheduling18m
Gradient Mechanics
Backprop as Graph Transformation20m
Initialization & Residual Connections18m
Scaling Laws & μ-Transfer20m
Systems Thinking
Bandwidth & Profiling18m
The Debugging Flowchart22m

Track 0: Foundations

Build the mental models that separate research engineers from ML practitioners.

Memory & Compute
The Memory Wall15mGradient Flow Under Pressure18m
Optimizers
SGD & Momentum15mAdam, Warmup & Scheduling18m
Gradient Mechanics
Backprop as Graph Transformation20mInitialization & Residual Connections18mScaling Laws & μ-Transfer20m
Systems Thinking
Bandwidth & Profiling18mThe Debugging Flowchart22m

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