AI by Hand ✍️

AI by Hand ✍️

MLP

AI by Hand ✍️ Deep Learning

Prof. Tom Yeh's avatar
Prof. Tom Yeh
Jul 25, 2026
∙ Paid

Library › Deep Learning by Hand ✍️ 2026

  1. Linear Algebra

  2. Neural Network

  3. MLP

  4. SVM

  5. Autoencoder

Outline

  1. MLP (3 → 4 → 3 → 2 → 1) (00:26)

  2. PyTorch to Matrices (07:57)

  3. Output Layer for Prediction (16:55)

  4. Output Layer for Classification (18:19)

  5. Softmax (19:16)

  6. Softmax (numerical stability) (27:59)

  7. Batch Normalization (30:32)

  8. Layer Normalization (37:50)

  9. Practice (39:52)

Recording & Workbook

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