Machine_Learning

This repositary is for Information of Machine Learning and Deep Learning. Whenever I read the aritcle related to either Machine Learing or Deep Learning. I will organize the information. Especailly, URL and notes related to Deep Learning, If you read it, it can help you understanding them.

Index

1. Tutorial : directory including how to use Machine Learning Framwork like Tensorflow, pytorch and so on.

Reference(Concept for Deep Learning)

• CS231n : Convolution Neural Network for Visual Recognition

  • Andrej KarPathy Blog

• CS224n : Natural Language Processing with Deep learning

• http://cs224d.stanford.edu/

• Neural Networks and Deep Learning

• colah's Blog

• Sebastian Ruder's Blog

• UFLDL Tutorial

• Another UFLDL Tutorial

• WILDML

• hum-kim : Korean ver.

• BEOMSU KIM'S BLOG

 - Machinelearning mastery

 - About gradient descent

Tutorial (DeepLearning Tool)

• TensorFlow

  • Aymericdamien's Tensorflow Example

  • nlintz's Tensorflow tutorial

  • Ritchie Ng

StackOverflow

• What does "vallina" mean

• What is the epoch?

Quora

• What does "cross entropy" mean?

Word2Vec Library

• gensim's word2vec - python

• DeepLearning4j for java and scala - Korea ver.

For the understanding of Word2Vec (in this site, it is easy to understand what word2vec is):

• Chris McCormick - Word2Vec Tutorial part1 : the Skip-gram

• Chris McCormick - Word2Vec Tutorial part2 : Negative Sampling

• Word Embedding1 of ruder

• approach ruducing the cost of softmax in word embedding