Lecture videos are available at courses.tongji.edu.cn

Supplements & Demos

Lecture 01. Introduction

Lecture 02. Machine Learning Preliminaries

Lecture 03. Feedforward Neural Network

Lecture 04. Convolutional Neural Network

Lecture 05. Recurrent Neural Network

Lecture 06. Generative Network

Lecture 07. Unsupervised Learning

Lecture 08. Graph Neural Network

Lecture 09. Attention

Experiment 01. PyTorch & Computing Resources

Experiment 02. Image Classification with CNN

Experiment 03. Sentiment Classification with RNN