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Track 0: Foundations
Build the mental models that separate research engineers from ML practitioners.
Memory & Compute
The Memory Wall
15m
Gradient Flow Under Pressure
18m
Optimizers
SGD & Momentum
15m
Adam, Warmup & Scheduling
18m
Gradient Mechanics
Backprop as Graph Transformation
20m
Initialization & Residual Connections
18m
Scaling Laws & μ-Transfer
20m
Systems Thinking
Bandwidth & Profiling
18m
The Debugging Flowchart
22m
Lesson | Work at a Frontier Lab