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zhangruiskyline
134 Stars 42 Forks 195 Commits 0 Opened issues

Description

Deep Learning introduction and its application in various fields

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Table of Contents generated with DocToc

Basic algorithm/Framework

Basics Machine learning

Basics Machine learning

CNN

CNN

RNN

RNN

TensorFlow

TensorFlow and Keras

Pytorch

Pytorch

GBDT

Tree(decision_tree,xgboost)

SVM

SVM

Applications

NLP

Search/Rank/CTR

Text Classification

Recommendations

Industrial machine Learning Application design

Industrial machine Learning Application design

Machine learning implementation in large scale system

Machine learning implementation in large scale system

Deep Learning/AI Chip Design

Deep Learning/AI Chip Design

Reference Materails

Kaggle

Book

Tutorial

Courses

Workshop

Blog

Blog Posts

Code and Framework

Open Source

  • Prophet: forecasting at scale by Facebook

Facebook is open sourcing Prophet, a forecasting tool available

some interesting project based on it 1. Forecasting iPad sales using Facebook's Prophet package

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