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adversarial

Code and hyperparameters for the paper "Generative Adversarial Networks"

capsnet-keras

A Keras implementation of CapsNet in NIPS2017 paper "Dynamic Routing Between Capsules". Now test error ＝ 0.34%.

dl

Just some deep learning model test

information-extraction-chinese

Chinese Named Entity Recognition with IDCNN/biLSTM+CRF, and Relation Extraction with biGRU+2ATT 中文实体识别与关系提取

irgan

IRGAN SIGIR paper experimental code

k-nearest-neighbors-with-dynamic-time-warping

Python implementation of KNN and DTW classification algorithm

kaggle_crowdflower

1st Place Solution for Search Results Relevance Competition on Kaggle (https://www.kaggle.com/c/crowdflower-search-relevance)

kalman-and-bayesian-filters-in-python

Kalman Filter book using Jupyter Notebook. Focuses on building intuition and experience, not formal proofs. Includes Kalman filters,extended Kalman filters, unscented Kalman filters, particle filters, and more. All exercises include solutions.

machinelearning

ml_for_hackers

Code accompanying the book "Machine Learning for Hackers"

models

Models and examples built with TensorFlow

nlp_tasks

Natural Language Processing Tasks and References

nrlpapers

Must-read papers on network representation learning (NRL)/network embedding (NE)

prml

prml_exerice

reinforcement-learning-an-introduction

Python implementation of Reinforcement Learning: An Introduction

reverb

Web-Scale Open Information Extraction

scir-training-day

a small training program for new crews of HIT-SCIR

seq2seq_chatbot

基于seq2seq模型的简单对话系统的tf实现，具有embedding、attention、beam_search等功能，数据集是Cornell Movie Dialogs

tensorflow

Computation using data flow graphs for scalable machine learning

tensorflow-examples

TensorFlow Tutorial and Examples for beginners

tensorflow-socher-ntn

Reimplementation of "Reasoning With Neural Tensor Networks for Knowledge Base Completion" (Socher, Chen 2013) in Google's TensorFlow framework. MIT 6.806 Final Project.

textinfoexp

自然语言处理相关实验（基于sougou数据集），包含文本特征提取（TF-IDF），文本分类，文本聚类，word2vec训练词向量及同义词词林中文词语相似度计算、文档自动摘要，信息抽取，情感分析与观点挖掘等。

tflearn

Deep learning library featuring a higher-level API for TensorFlow.