Introduction

"Hard Lab" was initially launched by jinlogli to do hard researches.And as time goes on, we are still focusing on hard researches .

"Hard Lab" now mainly focus on:

Goals

  1. to provide some materials of ml in varieties of forms, such as books, codes and videos.
  2. to share some of my projects
  3. to engage newbies in machine learning

Projects

  1. 武汉大学图书馆登陆验证码 Crack the log captcha of whulib using SVM, a classic classification algorithm in ml.
  2. Translation From English To Chinese of book Model-Based Machine Learning
  3. A PDF processor converting scanned pdfs into text or diagram based pdfs to decrease the storage size of PDFs.
  4. “Magic Bottle” 视频
  5. 武汉大学成绩计算器 Wrote By Hard Lab
  6. 真心话翻译器

Side Notes

  1. slim_dataset 介绍
  2. BN
  3. NMS and SoftNMS
  4. Loss Functions
  5. OHEM and Focal Loss
  6. cv projects
  7. 特征描述子
  8. 一些资料，论文及有关总结

Books

  1. Model-Based Machine Learning
  2. Machine Learning: The Art and Science of Algorithms that Make Sense of Data
  3. Think Python:How to Think Like a Computer Scientist by Allen Downey
  4. Compupter Vision: Algorithms and Applications (Richard Szeliski) Chinese Translation Link

Literature

  1. to be filled