Feed-Forward Networks for Structured Data

connect neural networks to familiar tabular modelling problems.

Units

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

Module work

• Activity
• Knowledge check
• Summary