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Free PyTorch course

Advanced Deep Learning with PyTorch

Module 04

Feed-Forward Networks for Structured Data

connect neural networks to familiar tabular modelling problems.

Units

  1. Unit 04.00: Linear layers and activation functions
  2. Unit 04.01: Model capacity and hidden layers
  3. Unit 04.02: Regression and classification heads
  4. Unit 04.03: Loss choice for numeric, binary, and multiclass targets
  5. Unit 04.04: Scaling and encoding input features
  6. Unit 04.05: Comparing a neural net with a classical baseline
  7. Unit 04.06: Project step: structured-data neural-network report

Module work