Tutorial Collection
A collection for useful tutorials found on the Internet.
Math Study
- Smooth Curves (by Keenan Crane, CMU): video link
- Linear Space and Tensor (Chinese, by Shusen Yang): part 0, part 1, part 2, part 3, part 4
- Cambridge Lecture Notes: Part III Complex Manifolds (by Paul Minter, Princeton University): pdf link
- Cambridge Lecture Notes: Part III Differential Geometry (by Paul Minter, Princeton University): pdf link
- Cambridge Lecture Notes: Part II Differential Geometry (by Paul Minter, Princeton University): pdf link
- Oxford Lecture Notes: A3 Rings and Modules (by Tom Sanders, Oxford University): pdf link
Machine Learning
- Sequence Modeling with CTC (by Awni Hannun, Stanford University): blog link
- Wasserstein Distributionally Robust Optimization (by Daniel Kuhn, EPFL): video link
- Model Agnostic Meta-learning (by Siavash Khodadadeh, UCF): video link
- From Gaussian Process to Neural Tangent Kernel (Chinese, by Anthony): video link
- From Gaussian Process to Neural Tangent Kernel (English, by Anthony): video link
- PCA whitening (by Clemens Brunner): blog link
Liangchen Li
Machine Learning and Machine Intelligence
This website is currently only used as a personal recorder of paper reading.