Schedule

Suggested Readings:

• Readings 1
• ImageCompression (Colab)

Suggested Readings:

• SVD:Demo

Suggested Readings:

• Eigenfaces (Colab)
• SVD example

Suggested Readings:

• PCA (Colab)
• Reading 1

Suggested Readings:

• Autoencoders: Linear layers (Colab)

Suggested Readings:

• Autoencoders: Convolutional layers (Colab)
• Reading 1
• Reading 2
• Reading 3

Suggested Readings:

• Probabilistic PCA (Colab)
• Reading 1

Suggested Readings:

• Reading 1

Suggested Readings:

• Variational Autoencoders: Factorized Cov (Colab)

Suggested Readings:

• Variational Autoencoders: Full cov (Colab)

Suggested Readings:

• Custom Datasets (Colab)

Suggested Readings:

• Classification from scratch (Colab)
• Regression from scratch (Colab)