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The Top 111 Word2vec Open Source Projects

Categories > Machine Learning > Word2vec
Gensim ⭐ 11,635
Topic Modelling for Humans
Numpy Ml ⭐ 9,498
Machine learning, in numpy
Nlp_chinese_corpus ⭐ 5,819
大规模中文自然语言处理语料 Large Scale Chinese Corpus for NLP
Flashtext ⭐ 4,619
Extract Keywords from sentence or Replace keywords in sentences.
Word2vec ⭐ 2,256
Python interface to Google word2vec
Tensorflow Tutorials ⭐ 2,062
텐서플로우를 기초부터 응용까지 단계별로 연습할 수 있는 소스 코드를 제공합니다
Wordvectors ⭐ 1,977
Pre-trained word vectors of 30+ languages
Scattertext ⭐ 1,489
Beautiful visualizations of how language differs among document types.
Awesome Embedding Models ⭐ 1,421
A curated list of awesome embedding models tutorials, projects and communities.
Nlp ⭐ 1,405
兜哥出品 <一本开源的NLP入门书籍>
Magnitude ⭐ 1,376
A fast, efficient universal vector embedding utility package.
Nlp Journey ⭐ 1,264
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. All codes are implemented intensorflow 2.0.
Sense2vec ⭐ 1,145
🦆 Contextually-keyed word vectors
Repo 2017 ⭐ 1,036
Python codes in Machine Learning, NLP, Deep Learning and Reinforcement Learning with Keras and Theano
Nlp In Practice ⭐ 766
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.
Lightnlp ⭐ 729
基于Pytorch和torchtext的自然语言处理深度学习框架。
Text2vec ⭐ 710
Fast vectorization, topic modeling, distances and GloVe word embeddings in R.
Ngram2vec ⭐ 696
Four word embedding models implemented in Python. Supporting arbitrary context features
Cs224n ⭐ 655
CS224n: Natural Language Processing with Deep Learning Assignments Winter, 2017
Magpie ⭐ 617
Deep neural network framework for multi-label text classification
Graph2vec ⭐ 588
A parallel implementation of "graph2vec: Learning Distributed Representations of Graphs" (MLGWorkshop 2017).
Word2vec Tutorial ⭐ 415
中文詞向量訓練教學
Lmdb Embeddings ⭐ 404
Fast word vectors with little memory usage in Python
Deep_learning_nlp ⭐ 398
Keras, PyTorch, and NumPy Implementations of Deep Learning Architectures for NLP
Natural Language Processing ⭐ 374
Programming Assignments and Lectures for Stanford's CS 224: Natural Language Processing with Deep Learning
Pycadl ⭐ 355
Python package with source code from the course "Creative Applications of Deep Learning w/ TensorFlow"
Nlp Projects ⭐ 350
word2vec, sentence2vec, machine reading comprehension, dialog system, text classification, pretrained language model (i.e., XLNet, BERT, ELMo, GPT), sequence labeling, information retrieval, information extraction (i.e., entity, relation and event extraction), knowledge graph, text generation, network embedding
Text_summurization_abstractive_methods ⭐ 344
Multiple implementations for abstractive text summurization , using google colab
Wego ⭐ 335
Word Embeddings (e.g. Word2Vec) in Go!
Vectorhub ⭐ 297
Vector Hub - Library for easy discovery, and consumption of State-of-the-art models to turn data into vectors. (text2vec, image2vec, video2vec, graph2vec, bert, inception, etc)
Text Cnn ⭐ 286
嵌入Word2vec词向量的CNN中文文本分类
Nlu_sim ⭐ 283
all kinds of baseline models for sentence similarity 句子对语义相似度模型
Languagecrunch ⭐ 279
LanguageCrunch NLP server docker image
Attentionwalk ⭐ 261
A PyTorch Implementation of "Watch Your Step: Learning Node Embeddings via Graph Attention" (NeurIPS 2018).
Pytorch Sgns ⭐ 253
Skipgram Negative Sampling in PyTorch
Movietaster Open ⭐ 250
A practical movie recommend project based on Item2vec.
Event Extraction ⭐ 240
基于法律裁判文书的事件抽取及其应用，包括数据的分词、词性标注、命名实体识别、事件要素抽取和判决结果预测等内容
Aravec ⭐ 228
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.
Book_deeplearning_in_pytorch_source ⭐ 228
Cw2vec ⭐ 223
cw2vec: Learning Chinese Word Embeddings with Stroke n-gram Information
Practical 1 ⭐ 220
Oxford Deep NLP 2017 course - Practical 1: word2vec
Koan ⭐ 215
A word2vec negative sampling implementation with correct CBOW update.
Gemsec ⭐ 208
The TensorFlow reference implementation of 'GEMSEC: Graph Embedding with Self Clustering' (ASONAM 2019).
Stocksensation ⭐ 205
基于情感字典和机器学习的股市舆情情感分类可视化Web
Sensegram ⭐ 204
Making sense embedding out of word embeddings using graph-based word sense induction
Shallowlearn ⭐ 196
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.
Chameleon_recsys ⭐ 191
Source code of CHAMELEON - A Deep Learning Meta-Architecture for News Recommender Systems
Germanwordembeddings ⭐ 186
Toolkit to obtain and preprocess german corpora, train models using word2vec (gensim) and evaluate them with generated testsets
Nlp_learning ⭐ 184
结合python一起学习自然语言处理 (nlp): 语言模型、HMM、PCFG、Word2vec、完形填空式阅读理解任务、朴素贝叶斯分类器、TFIDF、PCA、SVD
Text Pairs Relation Classification ⭐ 182
About Text Pairs (Sentence Level) Classification (Similarity Modeling) Based on Neural Network.
Sentence Similarity ⭐ 178
对四种句子/文本相似度计算方法进行实验与比较
Splitter ⭐ 171
A Pytorch implementation of "Splitter: Learning Node Representations that Capture Multiple Social Contexts" (WWW 2019).
Deep Math Machine Learning.ai ⭐ 170
A blog which talks about machine learning, deep learning algorithms and the Math. and Machine learning algorithms written from scratch.
Debiaswe ⭐ 169
Remove problematic gender bias from word embeddings.
Danmf ⭐ 160
A sparsity aware implementation of "Deep Autoencoder-like Nonnegative Matrix Factorization for Community Detection" (CIKM 2018).
Log Anomaly Detector ⭐ 158
Log Anomaly Detection - Machine learning to detect abnormal events logs
Entity2rec ⭐ 155
entity2rec generates item recommendation using property-specific knowledge graph embeddings
Webvectors ⭐ 152
Web-ify your word2vec: framework to serve distributional semantic models online
Word2vec Spam Filter ⭐ 149
Using word vectors to classify spam messages
Graphwavemachine ⭐ 149
A scalable implementation of "Learning Structural Node Embeddings Via Diffusion Wavelets (KDD 2018)".
Fasttext4j ⭐ 148
Implementing Facebook's FastText with java
Embedding As Service ⭐ 148
One-Stop Solution to encode sentence to fixed length vectors from various embedding techniques
Skip Gram Pytorch ⭐ 147
A complete pytorch implementation of skip-gram
Skip Thoughts.torch ⭐ 146
Porting of Skip-Thoughts pretrained models from Theano to PyTorch & Torch7
Textfeatures ⭐ 146
👷‍♂️ A simple package for extracting useful features from character objects 👷‍♀️
Wordembeddings Elmo Fasttext Word2vec ⭐ 145
Using pre trained word embeddings (Fasttext, Word2Vec)
Word2vec ⭐ 140
Go library for performing computations in word2vec binary models
Nlp_research ⭐ 139
NLP research：基于tensorflow的nlp深度学习项目，支持文本分类/句子匹配/序列标注/文本生成 四大任务
Word2vec ⭐ 136
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。
Ml ⭐ 136
sourced.ml is a library and command line tools to build and apply machine learning models on top of Universal Abstract Syntax Trees
Scattertext Pydata ⭐ 133
Notebooks for the Seattle PyData 2017 talk on Scattertext
Pytorch_word2vec ⭐ 132
Use pytorch to implement word2vec
Text2vec ⭐ 131
text2vec, chinese text to vetor.(文本向量化表示工具，包括词向量化、句子向量化、句子相似度计算)
Turkish Word2vec ⭐ 130
Pre-trained Word2Vec Model for Turkish
Role2vec ⭐ 129
A scalable Gensim implementation of "Learning Role-based Graph Embeddings" (IJCAI 2018).
Fasttext.js ⭐ 126
FastText for Node.js
Ml Projects ⭐ 120
ML based projects such as Spam Classification, Time Series Analysis, Text Classification using Random Forest, Deep Learning, Bayesian, Xgboost in Python
Hierarchical Attention Network ⭐ 119
Implementation of Hierarchical Attention Networks in PyTorch
Pytorch_neg_loss ⭐ 117
NEG loss implemented in pytorch
Dna2vec ⭐ 112
dna2vec: Consistent vector representations of variable-length k-mers
Textclf ⭐ 104
TextClf ：基于Pytorch/Sklearn的文本分类框架，包括逻辑回归、SVM、TextCNN、TextRNN、TextRCNN、DRNN、DPCNN、Bert等多种模型，通过简单配置即可完成数据处理、模型训练、测试等过程。
Repo 2016 ⭐ 102
R, Python and Mathematica Codes in Machine Learning, Deep Learning, Artificial Intelligence, NLP and Geolocation
Text Summarizer ⭐ 94
Python Framework for Extractive Text Summarization
Experiments ⭐ 93
Some research experiments
Transorthogonal Linguistics ⭐ 93
Uses a distributed word representation to finds words along the hyperchord of two input words.
Hotnewsanalysis ⭐ 89
利用文本挖掘技术进行新闻热点关注问题分析
Dict2vec ⭐ 88
Dict2vec is a framework to learn word embeddings using lexical dictionaries.
Textclustering ⭐ 88
Glove As A Tensorflow Embedding Layer ⭐ 84
Taking a pretrained GloVe model, and using it as a TensorFlow embedding weight layer **inside the GPU**. Therefore, you only need to send the index of the words through the GPU data transfer bus, reducing data transfer overhead.
Ja.text8 ⭐ 80
Japanese text8 corpus for word embedding.
Cw2vec ⭐ 80
基于字符训练词向量
Russian_news_corpus ⭐ 76
Russian mass media stemmed texts corpus / Корпус лемматизированных (морфологически нормализованных) текстов российских СМИ
Postgres Word2vec ⭐ 75
utils to use word embedding like word2vec vectors in a postgres database
Asne ⭐ 71
A sparsity aware and memory efficient implementation of "Attributed Social Network Embedding" (TKDE 2018).
Musae ⭐ 70
The reference implementation of "Multi-scale Attributed Node Embedding".
Vectorsinsearch ⭐ 68
Dice.com repo to accompany the dice.com 'Vectors in Search' talk by Simon Hughes, from the Activate 2018 search conference, and the 'Searching with Vectors' talk from Haystack 2019 (US). Builds upon my conceptual search and semantic search work from 2015
Kor2vec ⭐ 64
Library for Korean morpheme and word vector representation
Deeplearning Nlp Models ⭐ 63
A small, interpretable codebase containing the re-implementation of a few "deep" NLP models in PyTorch. Colab notebooks to run with GPUs. Models: word2vec, CNNs, transformer, gpt.
Chive ⭐ 57
Japanese word embedding with Sudachi and NWJC 🌿
Word2vec ⭐ 47
訓練中文詞向量 Word2vec, Word2vec was created by a team of researchers led by Tomas Mikolov at Google.
1-100 of 111 projects
Advertising 📦 10
All Projects
Application Programming Interfaces 📦 124
Applications 📦 192
Artificial Intelligence 📦 78
Blockchain 📦 73
Build Tools 📦 113
Cloud Computing 📦 80
Code Quality 📦 28
Collaboration 📦 32
Command Line Interface 📦 49
Community 📦 83
Companies 📦 60
Compilers 📦 63
Computer Science 📦 80
Configuration Management 📦 42
Content Management 📦 175
Control Flow 📦 213
Data Formats 📦 78
Data Processing 📦 276
Data Storage 📦 135
Economics 📦 64
Frameworks 📦 215
Games 📦 129
Graphics 📦 110
Hardware 📦 152
Integrated Development Environments 📦 49
Learning Resources 📦 166
Legal 📦 29
Libraries 📦 129
Lists Of Projects 📦 22
Machine Learning 📦 347
Mapping 📦 64
Marketing 📦 15
Mathematics 📦 55
Media 📦 239
Messaging 📦 98
Networking 📦 315
Operating Systems 📦 89
Operations 📦 121
Package Managers 📦 55
Programming Languages 📦 245
Runtime Environments 📦 100
Science 📦 42
Security 📦 396
Social Media 📦 27
Software Architecture 📦 72
Software Development 📦 72
Software Performance 📦 58
Software Quality 📦 133
Text Editors 📦 49
Text Processing 📦 136
User Interface 📦 330
User Interface Components 📦 514
Version Control 📦 30
Virtualization 📦 71
Web Browsers 📦 42
Web Servers 📦 26
Web User Interface 📦 210