Sunday, May 24, 2015

Python Books / Videos on Algorithms and Math

Below is a list of references on Python that are related to algorithms or mathematics. The hope is to save others some leg work. For a complete list of Python books and videos, click here.
  1. Algorithms & Data Structures in Python by S Jagannathan, N Sinenian
  2. Annotated Algorithms in Python by M Di Pierro
  3. Bayesian Methods for Hackers: Probabilistic Programming and Bayesian Inference by C Davidson-Pilon
  4. Building Machine Learning Systems with Python by W Richert, L Pedro Coelho
  5. Building Probabilistic Graphical Models with Python by K R Karkera
  6. Computational Physics by M Newman
  7. Data Structure and Algorithmic Thinking with Python by N Karumanchi
  8. Data Structures and Algorithms Using Python by R D Necaise
  9. Data Structures and Algorithms: Using Python and C++ by D M Reed, J Zelle
  10. Data Structures and Algorithms in Python by M T Goodrich, R Tamassia, ...
  11. Data Structures and Algorithms with Python by K D Lee, S Hubbard
  12. Doing Math with Python by Amit Saha
  13. Equilibrium Statistical Physics: with Computer simulations in Python by Leonard M. Sander
  14. Image Processing and Acquisition using Python by R Chityala, S Pudipeddi
  15. Introduction to Machine Learning with Python by S Guido
  16. Introduction to Numerical Programming: A Practical Guide for Scientists and Engineers Using Python and C/C++ by T A Beu
  17. Learning scikit-learn: Machine Learning in Python by R Garreta, G Moncecchi
  18. Machine Learning in Python: Essential Techniques for Predictive Analysis by M Bowles
  19. Marketing Data Science: Modeling Techniques in Predictive Analytics with R and Python by T W Miller
  20. Mathematics and Python Programming by J C Bautista
  21. Mathematics for the Digital Age and Programming in Python by M Litvin, G Litvin
  22. Modeling Techniques in Predictive Analytics with Python and R by T W Miller
  23. Numerical Methods in Engineering with Python by J Kiusalaas
  24. OpenCV Computer Vision with Python by J Howse
  25. Parallel Programming with Python by J Palach
  26. Primer on Scientific Programming with Python by H P Langtangen
  27. Problem Solving with Algorithms and Data Structures Using Python by B N Miller, D L Ranum
    1. Edition: 2
  28. Programming and Mathematical Thinking: A Gentle Introduction to Discrete Math Featuring Python by A M Stavely
  29. Programming Computer Vision with Python: Tools and algorithms for analyzing images by J E Solem
  30. Python Algorithms: Mastering Basic Algorithms in the Python Language by M L Hetland
  31. Python for Signal Processing: Featuring IPython Notebooks by J Unpingco
  32. Python for Scientists by John M. Stewart
  33. Python Scripting for Computational Science by H P Langtangen
  34. Scientific Computation: Python Hacking for for Math Junkies by B E Shapiro
  35. Statistics, Data Mining, and Machine Learning in Astronomy by Z Ivezic, A Connolly, ...
  36. Think DSP - Digital Signal Processing in Python by A B Downey

1 comment:

  1. Via a private email, the following link has a list of legitimate free books

    http://resrc.io/list/10/list-of-free-programming-books/

    ReplyDelete