Guide for authors

• IEEE templates selector
• TPAMI author information
• TMI author instructions
• Neural computing guide-for-authors
• How to Get Your SIGGRAPH Paper Rejected

Tutorial

• Introduction to unsupervised learning (DeepMind)
• Foundations and Trends® in Machine Learning
• mathinsight.org： 基础数学的在线教程（有很多3D的交互式图形帮助理解概念）。
• active calculus.
• Graphical models
  • An Introduction to Conditional Random Fields. Charles Sutton
• Optimal transport
  • Sinkhorn's theorem.
  • Notes on optimal transport.
  • Python Optimal Transport library.
• What is RKHS? （再生核希尔伯特空间）.

Books

Computer Science

• • Computer Vision: Algorithms and Applications, 2nd ed..
  • Computer Systems. A Programmer’s Perspective.
  • Modern Operating Systems 4th Edition.
  • Compilers Principles.

Machine Learning

• • The matrix codebook.
  • Linear Algebra and Learning from Data.
  • Mathematics for Machine Learning.
  • Digital textbook on probability and statistics.
  • Probabilistic Machine Learning, Kevin P. Murphy.

Courses

• The missing semester (Shell, Git, Command line et.al.). MIT CSAIL
• Convex Optimization: Fall 2017. Instructor: Pradeep Ravikumar
• Convex Optimization: Fall 2019. Instructor: Ryan Tibshirani
• There and Back Again: A Tale of Slopes and Expectations (NeurIPS-2020 Tutorial).

Libraries

• Kornia is a differentiable computer vision library for PyTorch. 可以用来作 perspective 等很多变换，且可导。

• mujoco (Multi-Joint dynamics with Contact) 机器人的物理引擎。

• Desmos is a graph calculator.

Tools

• oh-my-zsh: awesome configurations for zsh.

  apt-get install zsh
  chsh -s /bin/zsh
  sh -c "$(curl -fsSL https://raw.github.com/ohmyzsh/ohmyzsh/master/tools/install.sh)" 

• asciinema.org 命令行录制
• tmux，terminal 多 session 管理， tmuxcheatsheet.com: tmux 命令大全。
• colorhunt: colors.
• revealjs: Create Stunning Presentations on the Web.
• VIM awesome: VIM plugins.
• Solarized color theme.

• Inkscape: 开源、免费的矢量制图工具，可以用作 Adobe Illustrator 的替代品。

• sublimemerge: 跨平台 Git 图形化客户端

• https://tb.rg-adguard.net/public.php: 下载 Microsoft 系列软件 iso

• GIMP (GNU Image Manipulation Program): GNU 旗下的免费的图像编辑工具，可以用作 Adobe Photoshop 的替代品。
• matrixcalculus.org: 自动求矩阵/向量的符号导数的在线工具，支持一键导出LaTeX、Python。

Links | Tricks