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NOTE: This repo is currently being fixed and finished!

  • I am now re-implementing all of the codes in Pytorch (Don't worry if you are only familiar with PyTorch now!)
  • In the future, this document will be transformed into an interactive e-book for easy searching and studying
  • Now that I am working on my own, if you are interested in ML/DL/CV, please email me and welcome to my workspace! (You can find my email on my Github Homepage)

Deep Learning & Machine Learning Algorithms and Applications

Introduction

To better express these concepts and bring the general public into the domains of Machine Learning and Deep Learning, I am creating and organizing this repository to display comprehensive facts and expertise in an approachable manner. To be honest, developing complete specialities is difficult and time intensive. As a result, if there is an error or something incorrect, I would appreciate all corrections and recommendations.

I'd want to thank all of my teachers and professors for their help and guidance during my education.

This program includes:

  • Machine Learning Specialization
  • Matrix Methods in Data Mining and Pattern Recognition (A new viewpoint of ML problems)
  • Deep Learning Specialization
  • Deep Learning in Computer Vision
  • The Collection of Relavant Papers
  • The Proofs of All Applied Axioms
  • All Codes Implemented by Tensorflow 2.x Currently

Declarations:

  • Feel free to share but DO NOT replicate, sell, or any commercial behaviors
  • Appreciate all instructors and professors who contribute to these contents
  • All the contents have the permissions to share and propagate
  • Keep to the Open-source Protocol

© 2022 - Peiran in USA - All rights reserved


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  • Jupyter Notebook 99.2%
  • Python 0.8%