Courses & Books

runestone.academy Books

• A First Course in Linear Algebra
• Problem Solving with Algorithms and Data Structures using C++
• Learn Computer Graphics using WebGL
• JavaScript for Python Programmers¶

Computer Science

• Computer Integrated Surgery (JHU-CIS I)
• Computer Assisted Surgery and Therapy
  • https://github.com/UCL/scikit-surgery
• CSE/EE 577 Medical Image Analysis (Washington University)
• Control & Mathmatics, Prof. Steve Brunton
  • <<Data Driven Science & Engineering>>
• Computer Vision: Algorithms and Applications, 2nd ed
• 传统计算机视觉学习笔记
• 传统3D视觉学习笔记
• Coding and CG Tutorials, by Prospero Coder

Robotics

• Robotics Guide
• Awesome Robotics
• RoboticSystemsBook

Algorithms

MIT 6.006 Introduction to Algorithms

• YouTube Playlist
  1. Algorithms and Computation
  2. Data Structures and Dynamic Arrays
  3. Sets and Sorting
  4. Hashing
  5. Linear Sorting
  6. Binary Trees, Part 1
  7. Binary Trees, Part 2: AVL
  8. Binary Heaps
  9. Breadth-First Search
  10. Depth-First Search
  11. Weighted Shortest Paths
  12. Bellman-Ford
  13. Dijkstra
  14. APSP and Johnson
  15. Dynamic Programming, Part 1: SRTBOT, Fib, DAGs, Bowling
  16. Dynamic Programming, Part 2: LCS, LIS, Coins
  17. Dynamic Programming, Part 3: APSP, Parens, Piano
  18. Dynamic Programming, Part 4: Rods, Subset Sum, Pseudopolynomial
  19. Complexity
  20. Course Review
  21. Algorithms — Next Steps
• Lecture Notes