Image Processing
- Duke University: Image and Video Processing: From Mars to Hollywood with a Stop at the Hospital
- CMU: Computational Photography
- Computational Photography 知乎专栏
Mathematics
- MIT: Linear Algebra by Gilbert Strang
- MIT: A 2020 Vision of Linear Algebra by Gilbert Strang
- MIT: Probabilistic Systems Analysis and Applied Probability, B站
- SJTU: 统计计算与机器学习
- SJTU: 最优化方法
- Boyd: Convex Optimization, B站
- shuhuai008: 机器学习-白板推导系列
- 张志华: 统计机器学习
Python
- 北邮: Python编程与实践
Deep Learning
- 李宏毅: 深度学习, B站
- Justin Johnson: Deep Learning for Computer Vision, B站
Tutorials
- OpenCV: Official Tutorial
- Pytorch: 1.Official Tutorial; 2.Deep Learning with PyTorch; 3.pytorch-tutorial; 4.pytorch-styleguide
Textbook