Gensim Open Source Projects

Topic Modelling for Humans

DeepWalk - Deep Learning for Graphs

comparing stand up comedians using natural language processing

Learn how to process, classify, cluster, summarize, understand syntax, semantics and sentiment of text data with the power of Python! This repository contains code and datasets used in my book, "Text Analytics with Python" published by Apress/Springer.

🦆 Contextually-keyed word vectors

A fast, efficient universal vector embedding utility package.

Documents, papers and codes related to Natural Language Processing, including Topic Model, Word Embedding, Named Entity Recognition, Text Classificatin, Text Generation, Text Similarity, Machine Translation)，etc.

Starter code to solve real world text data problems. Includes: Gensim Word2Vec, phrase embeddings, Text Classification with Logistic Regression, word count with pyspark, simple text preprocessing, pre-trained embeddings and more.

The code for 2020 Tencent College Algorithm Contest, and the online result ranks 1st.

An NLP workshop about concrete solutions to real problems

Data repository for pretrained NLP models and NLP corpora.

Tutorial for Sentiment Analysis using Doc2Vec in gensim (or "getting 87% accuracy in sentiment analysis in under 100 lines of code")

Python scripts for training/testing paragraph vectors

Compute Sentence Embeddings Fast!

Generating Vectors for DBpedia Entities via Word2Vec and Wikipedia Dumps. Questions? https://gitter.im/idio-opensource/Lobby

利用Python构建Wiki中文语料词向量模型试验

中文詞向量訓練教學

基于CNN的中文文本分类算法（可应用于垃圾邮件过滤、情感分析等场景）

嵌入Word2vec词向量的CNN中文文本分类

TextAugment: Text Augmentation Library

AraVec is a pre-trained distributed word representation (word embedding) open source project which aims to provide the Arabic NLP research community with free to use and powerful word embedding models.

Fast word vectors with little memory usage in Python

BiLstm+CNN+CRF 法律文档（合同类案件）领域分词（100篇标注样本）

Pre-trained models and language resources for Natural Language Processing in Polish

金融新闻数据挖掘分析

ADAM - A Question Answering System. Inspired from IBM Watson

Log Anomaly Detection - Machine learning to detect abnormal events logs

Textpipe: clean and extract metadata from text

ML based projects such as Spam Classification, Time Series Analysis, Text Classification using Random Forest, Deep Learning, Bayesian, Xgboost in Python

对四种句子/文本相似度计算方法进行实验与比较

2018年"达观杯"文本智能处理挑战赛-长文本分类-rank4

The TensorFlow reference implementation of 'GEMSEC: Graph Embedding with Self Clustering' (ASONAM 2019).

An ML-based Chinese Poem Generator

Implementation for "AttentionXML: Label Tree-based Attention-Aware Deep Model for High-Performance Extreme Multi-Label Text Classification"

Oxford Deep NLP 2017 course - Practical 1: word2vec

This repository contains an easy and intuitive approach to few-shot NER using most similar expansion over spaCy embeddings. Now with entity scoring.

Toolkit to obtain and preprocess German text corpora, train models and evaluate them with generated testsets. Built with Gensim and Tensorflow.

Technical and sentiment analysis to predict the stock market with machine learning models based on historical time series data and news article sentiment collected using APIs and web scraping.

Pre-trained Word2Vec Model for Turkish

《Python数据预处理技术与实践》源码下载

A Pytorch implementation of "Splitter: Learning Node Representations that Capture Multiple Social Contexts" (WWW 2019).

A simple Python3 tool to detect similarities between files within a repository

Tools, wrappers, etc... for data science with a concentration on text processing

Web-ify your word2vec: framework to serve distributional semantic models online

word2vec uisng keras inside gensim

An experiment about re-implementing supervised learning models based on shallow neural network approaches (e.g. fastText) with some additional exclusive features and nice API. Written in Python and fully compatible with Scikit-learn.

Tools for shrinking fastText models (in gensim format)

The reference implementation of "Multi-scale Attributed Node Embedding". (Journal of Complex Networks 2021)

对 ansj 编写的 Word2VEC_java 的进一步包装，同时实现了常用的词语相似度和句子相似度计算。

Chinese Poetry Generation

Japanese word embedding with Sudachi and NWJC 🌿

A scalable Gensim implementation of "Learning Role-based Graph Embeddings" (IJCAI 2018).

Chinese Natural Language Processing tools and examples

Code for the word2vec HTTP server running at https://rare-technologies.com/word2vec-tutorial/#bonus_app

Using pre trained word embeddings (Fasttext, Word2Vec)

2018达观杯长文本分类智能处理挑战赛 18解决方案

Gene2Vec: Distributed Representation of Genes Based on Co-Expression

Tensorflow code to train TDLM

Extensive tutorials for the Advanced NLP Workshop in Open Data Science Conference Europe 2020. We will leverage machine learning, deep learning and deep transfer learning to learn and solve popular tasks using NLP including NER, Classification, Recommendation \ Information Retrieval, Summarization, Classification, Language Translation, Q&A and Topic Models.

基于siamese-lstm的中文句子相似度计算