There are some basic arithmatic in Pattern Recognization and Machine Learning writed in Python in this repository

Overview

Pattern_Recognization_and_Machine_Learning

There are some basic arithmatics in Pattern Recognization and Machine Learning writted in Python in this repository

这其中的内容其实是一个课程的课程作业:
学院:华中科技大学人工智能与自动化学院
课程:模式识别与机器学习

这里面包含的算法有

  1. PLA
  2. Pocket
  3. 梯度下降
    • Linear regression (parsing_and_iteration)
    • Adagram
    • RMS
    • Momentum
    • Adam
    • Random linear regression
  4. Fisher
  5. Logistic
  6. SVM
    • Primer SVM
    • Duel SVM
    • Kernel SVM
  7. OAO
  8. softmax
  9. neural network
  10. LeNet

  • I am sorry to tell you that I only upload the .py files that I wrote because the whole envirnment (including all the needed packages, such as pytorch and numpy) is too big for git to upload. I haven't found the method to copy with this problem. If one day I find the method, I'll upload my whole envirnment.
  • But don't worry, because you can put the .py files in your own envirnment and the Pycharm will guide you to donwload the packages you need.
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