AI by Hand ✍️

AI by Hand ✍️

SVM

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. Story (00:00)

  2. Linear Kernel (05:04)

  3. Polynomial Kernel (08:23)

  4. Combine Linear Kernels to an SVM (11:03)

  5. Combine Polynomial Kernels to an SVM (21:36)

  6. Radial Basis Function (RBF) Kernel (28:05)

  7. Combine RBF Kernels to an SVM (35:20)

  8. Linear SVM Matrix Representation (40:35)

  9. Practice (45:53)

Recording & Workbook

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