学术资源
Online Books
Mathematics
Deep Learning
| Book and Link | Notes |
|---|---|
| Deep Learning Book | |
| Dive into Deep Learning | |
| Neural networks and deep learning | |
| Learn PyTorch for Deep Learning | GitHub Repo |
| Deep Learning for Time Series Data Cookbook | GitHub Repo |
| Machine Learning Engineering Open Book |
在线书籍
| 书籍和链接 | 备注 |
|---|---|
| 简单粗暴 TensorFlow 2 | GitHub Repo |
| TensorFlow 2.0 实战教程，30 天快速上手！ | |
| 神经网络与深度学习 | |
| 动手学深度学习 | |
| 统计计算(北京大学-李东风) | |
| 深度学习教程中文版 | |
| CS 自学指南 | |
| 计算机体系结构基础 | |
| AI 算法工程师手册 |
Online Courses
| School | Courses and Links | Notes |
|---|---|---|
| MIT | Analysis and Design of Feedback Control Systems | |
| MIT | Introduction to Robotics | CS545: Introduction to Robotics |
| Purdue | Machine Learning | |
| Stanford | AI Courses | |
| Stanford | Unsupervised Feature Learning and Deep Learning Tutorial | |
| Stanford | CS230 Deep Learning | CS 230 - Deep Learning - Deep Learning Tips and Tricks cheatsheet |
| Stanford | CS226 Statistical Techniques in Robotics | |
| Toronto | CSC321 Neural Networks and Machine Learning (UTM) | |
| Washington | Meachanical Engineering Analysis | |
| UC Davis | Applied Mathematics | |
| Vibration | Data Matlab Linear Algebra | |
| UT Austin | Multivariable Calculus |
