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catboost

A fast, scalable, high performance Gradient Boosting on Decision Trees library, used for ranking, classification, regression and other machine learning tasks for Python, R, Java, C++. Supports computation on CPU and GPU.

chinese-poetry

最全中华古诗词数据库, 唐宋两朝近一万四千古诗人, 接近5.5万首唐诗加26万宋诗. 两宋时期1564位词人，21050首词。

detecting-cancer-on-gigapixel-images

Columbia University Applied Deep Learning Project: Detecting Cancer Metastases on Gigapixel Pathology Images

english-chinese-translator

A seq2seq translation model with attention mechanism in MXNET

fastai

The fastai deep learning library, plus lessons and tutorials

feature-engineering-handbook

A practical feature engineering handbook

git-practice

gru-stock-price-prediction

A new GRU framework for stock price prediction. A new module similar to the attention mechanism and a module similar to the ResNet are added in the framework. .

integrated-auto-ml

a higher integrated AUTO pipeline to boost data science efficiency

leetcode

LeetCode Solutions: A Record of My Problem Solving Journey.( leetcode题解，记录自己的leetcode解题之路。)

leetcode-sql

Answers for all 153 database questions on LeetCode [Update on 2021/04/03]

leetcodeanimation

Demonstrate all the questions on LeetCode in the form of animation.（用动画的形式呈现解LeetCode题目的思路）

lightgbm

A fast, distributed, high performance gradient boosting (GBT, GBDT, GBRT, GBM or MART) framework based on decision tree algorithms, used for ranking, classification and many other machine learning tasks. It is under the umbrella of the DMTK(http://github.com/microsoft/dmtk) project of Microsoft.

modified-dtree

Modified Decision Tree(CART) with NA tolerance

py4fi

Python for Finance (O'Reilly)

pytorch-book

PyTorch tutorials and fun projects including neural talk, neural style, poem writing, anime generation

reflection_summary

算法理论基础知识应知应会

scikit-learn

scikit-learn: machine learning in Python

tang-poetry-generator

A multi-layer (optional bidirectional) RNN, LSTM, GRU framework to create tang poetry

tensorflow-course

Simple and ready-to-use tutorials for TensorFlow

tensorflow-handbook

简单粗暴 TensorFlow 2.0 | A Concise Handbook of TensorFlow 2.0

tree-math

Math behind all the mainstream tree-based machine learning models

unsupervised-notes

My study notes, contains Math behind some unsupervised machine learning models.

weibo-sentiment-classifier

A Weibo-Sentiment-Classifier based on 2-layer bidirectional LSTM model / textCNN using MXNET

word2vec-ancient-chinese-poems

A Skip-Gram Model trained with negative sampling on over 60k Ancient Chinese Poems

xgboost

Scalable, Portable and Distributed Gradient Boosting (GBDT, GBRT or GBM) Library, for Python, R, Java, Scala, C++ and more. Runs on single machine, Hadoop, Spark, Flink and DataFlow

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