Tuesday, Sept 7:

- Lecture: Introduction to large-scale machine learning

[Slides]

Tuesday, Sept 14:

- Lecture: Randomized Algorithms

[Slides]

Tuesday, Sept 21:

- Lecture: Matrix Approximations I

[Slides]

Tuesday, Sept 28:

- Lecture: Matrix Approximations II

[Slides]

Tuesday, Oct 5:

- Lecture: Approximate Nearest Neighbor Search I

[Slides]

Tuesday, Oct 12:

- Lecture: Approximate Nearest Neighbor Search II

[Slides]

Tuesday, Oct 19:

- Lecture: Large-Scale Optimization Techniques

[Slides]

Tuesday, Oct 26:

- Lecture: Kernel Methods I

[Slides]

Tuesday, Nov 9:

- Lecture: Kernel Methods II

[Slides]

Tuesday, Nov 16:

- Lecture: Dimensionality Reduction

[Slides]

Tuesday, Nov 23:

- Lecture: Sparse Methods

[Slides]

Tuesday, Nov 30:

- Lecture: TBA