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Week 2 - Deep Linear Networks

Fixes/clarifications added after initial posting

  • We have clarified a few aspects in W2D1, Section 'Example: A small Compute Graph' based on the Slack discussion (mainly: use pointwise multiplication and MSE loss)
  • The Airtable form for HW2 has the right pods now
  • Two errors in Exercise 5 in W2D2 have been updated (either make a copy of the new worksheet or replace "preds = modelSVD(inputs, params)" with "preds = model(inputs)" and "loss = criterion(preds)" with "loss = criterion(preds, targets)")
  • We made minor clarifications in quiz questions in both W2D1 and W2D2 (the questions itself didn't change, no need to resubmit if you have already answered the initial version)

Lecture Recording

Lecture Week 2

Student notebooks

Run View
Tutorial 1 Open In Colab View the notebook
Tutorial 2 Open In Colab View the notebook