Sham Kakade (@shamkakade6) 's Twitter Profile
Sham Kakade

@shamkakade6

Harvard Professor.
Full stack ML and AI.
Co-director of the Kempner Institute for the Study of Artificial and Natural Intelligence.

ID: 1069106254927273984

linkhttps://shamulent.github.io calendar_today02-12-2018 05:49:28

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Sham Kakade (@shamkakade6) 's Twitter Profile Photo
Sham Kakade
@shamkakade6

2 months ago

1/6 Infinite-dim SGD in linear regression is the strawman model for studying scaling laws, critical batch sizes, and LR schedules. We revisit (and simplify) its analysis using just linear algebra, making it easier to derive and reason about. No PSD operators. No tensor calculus.