AI by Hand ✍️

AI by Hand ✍️

Autoencoder

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. Encoder / Decoder (00:00)

  2. Example 1 (02:58)

  3. Example 2 (06:44)

  4. 4 - 2 - 4 (10:46)

  5. 6 - 4 - 2 - 4 - 6 (14:03)

  6. L2 Loss (15:58)

  7. L2 Loss Gradient (19:55)

  8. Backpropagation (23:46)

  9. Gradient Descent (41:07)

Recording & Workbook

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