2021 Fall Machine Learning Tutorial
Machine Learning Tutorial for Yao Class and AI Class, IIIS, Tsinghua University, 2021
Tutorial overview
- 2021 Fall Machine Learning, Yang Yuan, IIIS, Tsinghua University
- TA: Yifan Zhang, Jingqin Yang
Schedule
Date | Presenter | Slides | Topics |
---|---|---|---|
8/10 2021 | Yifan Zhang, Jingqin Yang | N/A, N/A | --- Machine Learning --- Deep Unsupervised Learning Self-Supervised Learning How to Read a Paper Machine Learning = Representation + Evaluation + Optimization System 1 vs. System 2 Cognition Graphical Model Chernoff Bound --- Coding Lab --- GPU Servers Usage Python Basics Code of Conduct |
15/10 2021 | Jingqin Yang | N/A, N/A | --- Machine Learning --- Convex Analysis Optimization Methods Stochastic Gradient Descent SVRG algorithm --- Coding Lab --- Pytorch Basics |
22/10 2021 | Yifan Zhang | N/A, N/A | --- Machine Learning --- Compressed Sensing and Structured Random Matrices Optimization Methods for LASSO Hyperparameter Optmization: A Spectral Approach --- Coding Lab --- Hyperparameter Optimization |