David Chen's repositories
feature-engineering-handbook
A practical feature engineering handbook
leetCode-SQL
Answers for all 153 database questions on LeetCode [Update on 2021/04/03]
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
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. .
Tang-Poetry-Generator
A multi-layer (optional bidirectional) RNN, LSTM, GRU framework to create tang poetry
Modified-DTree
Modified Decision Tree(CART) with NA tolerance
Weibo-Sentiment-Classifier
A Weibo-Sentiment-Classifier based on 2-layer bidirectional LSTM model / textCNN using MXNET
Reflection_Summary
算法理论基础知识应知应会
Integrated-AUTO-ML
a higher integrated AUTO pipeline to boost data science efficiency
Word2Vec-Ancient-Chinese-Poems
A Skip-Gram Model trained with negative sampling on over 60k Ancient Chinese Poems
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。
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.
TensorFlow-Course
Simple and ready-to-use tutorials for TensorFlow
py4fi
Python for Finance (O'Reilly)
pytorch-book
PyTorch tutorials and fun projects including neural talk, neural style, poem writing, anime generation
scikit-learn
scikit-learn: machine learning in Python
tensorflow-handbook
简单粗暴 TensorFlow 2.0 | A Concise Handbook of TensorFlow 2.0
Unsupervised-Notes
My study notes, contains Math behind some unsupervised machine learning models.