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


8/10 2021Yifan Zhang, Jingqin YangN/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 2021Jingqin YangN/A, N/A
--- Machine Learning ---
Convex Analysis
Optimization Methods
Stochastic Gradient Descent
SVRG algorithm
--- Coding Lab ---
Pytorch Basics
22/10 2021Yifan ZhangN/A, N/A
--- Machine Learning ---
Compressed Sensing and Structured Random Matrices
Optimization Methods for LASSO
Hyperparameter Optmization: A Spectral Approach
--- Coding Lab ---
Hyperparameter Optimization