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The Top 816 Word2vec Open Source Projects on Github

Categories > Machine Learning > Word2vec
Gensim ⭐ 12,714
Topic Modelling for Humans
Numpy Ml ⭐ 10,559
Machine learning, in numpy
Nlp_chinese_corpus ⭐ 5,454
大规模中文自然语言处理语料 Large Scale Chinese Corpus for NLP
Flashtext ⭐ 4,874
Extract Keywords from sentence or Replace keywords in sentences.
Alink ⭐ 2,901
Alink is the Machine Learning algorithm platform based on Flink, developed by the PAI team of Alibaba computing platform.
Word2vec ⭐ 2,323
Python interface to Google word2vec
Tensorflow Tutorials ⭐ 2,068
텐서플로우를 기초부터 응용까지 단계별로 연습할 수 있는 소스 코드를 제공합니다
Wordvectors ⭐ 1,834
Pre-trained word vectors of 30+ languages
Scattertext ⭐ 1,697
Beautiful visualizations of how language differs among document types.
Magnitude ⭐ 1,390
A fast, efficient universal vector embedding utility package.
Awesome Embedding Models ⭐ 1,329
A curated list of awesome embedding models tutorials, projects and communities.
Nlp Journey ⭐ 1,328
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 ⭐ 1,282
🦆 Contextually-keyed word vectors
Nlp ⭐ 1,128
兜哥出品 <一本开源的NLP入门书籍>
Repo 2017 ⭐ 1,017
Python codes in Machine Learning, NLP, Deep Learning and Reinforcement Learning with Keras and Theano
Paddlerec ⭐ 986
大规模推荐算法库，包含推荐系统经典及最新算法LR、Wide&Deep、DSSM、TDM、MIND、Word2Vec、DeepWalk、SSR、GRU4Rec、Youtube_dnn、NCF、GNN、FM、FFM、DeepFM、DCN、DIN、DIEN、DLRM、MMOE、PLE、ESMM、MAML、xDeepFM、DeepFEFM、NFM、AFM、RALM、Deep Crossing、PNN、BST、AutoInt、FGCNN、FLEN、ListWise等，包含经典推荐系统数据集criteo 、movielens等
Nlp In Practice ⭐ 861
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 ⭐ 725
基于Pytorch和torchtext的自然语言处理深度学习框架。
Text2vec ⭐ 691
Fast vectorization, topic modeling, distances and GloVe word embeddings in R.
Graph2vec ⭐ 686
A parallel implementation of "graph2vec: Learning Distributed Representations of Graphs" (MLGWorkshop 2017).
Cs224n ⭐ 647
CS224n: Natural Language Processing with Deep Learning Assignments Winter, 2017
Ngram2vec ⭐ 638
Four word embedding models implemented in Python. Supporting arbitrary context features
Magpie ⭐ 574
Deep neural network framework for multi-label text classification
Word2vec Tutorial ⭐ 433
中文詞向量訓練教學
Lmdb Embeddings ⭐ 399
Fast word vectors with little memory usage in Python
Vectorhub ⭐ 382
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)
Deep_learning_nlp ⭐ 359
Keras, PyTorch, and NumPy Implementations of Deep Learning Architectures for NLP
Pycadl ⭐ 355
Python package with source code from the course "Creative Applications of Deep Learning w/ TensorFlow"
Nlp Projects ⭐ 345
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
Wego ⭐ 338
Word Embeddings (e.g. Word2Vec) in Go!
Natural Language Processing ⭐ 336
Programming Assignments and Lectures for Stanford's CS 224: Natural Language Processing with Deep Learning
Text_summurization_abstractive_methods ⭐ 310
Multiple implementations for abstractive text summurization , using google colab
Event Extraction ⭐ 302
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
Attentionwalk ⭐ 279
A PyTorch Implementation of "Watch Your Step: Learning Node Embeddings via Graph Attention" (NeurIPS 2018).
Nlu_sim ⭐ 271
all kinds of baseline models for sentence similarity 句子对语义相似度模型
Languagecrunch ⭐ 269
LanguageCrunch NLP server docker image
Text2vec ⭐ 254
text2vec, text to vector. 文本向量化表示，包括：词向量化表示，句子向量化表示，长文本向量化表示，文本相似度计算。
Koan ⭐ 245
A word2vec negative sampling implementation with correct CBOW update.
Aravec ⭐ 242
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.
Movietaster Open ⭐ 241
A practical movie recommend project based on Item2vec.
Pytorch Sgns ⭐ 222
Skipgram Negative Sampling in PyTorch
Practical 1 ⭐ 220
Oxford Deep NLP 2017 course - Practical 1: word2vec
Gemsec ⭐ 218
The TensorFlow reference implementation of 'GEMSEC: Graph Embedding with Self Clustering' (ASONAM 2019).
Sensegram ⭐ 211
Making sense embedding out of word embeddings using graph-based word sense induction
Chameleon_recsys ⭐ 202
Source code of CHAMELEON - A Deep Learning Meta-Architecture for News Recommender Systems
Cw2vec ⭐ 201
cw2vec: Learning Chinese Word Embeddings with Stroke n-gram Information
Germanwordembeddings ⭐ 198
Toolkit to obtain and preprocess german corpora, train models using word2vec (gensim) and evaluate them with generated testsets
Text Cnn ⭐ 198
嵌入Word2vec词向量的CNN中文文本分类
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.
Debiaswe ⭐ 195
Remove problematic gender bias from word embeddings.
Book_deeplearning_in_pytorch_source ⭐ 194
Splitter ⭐ 184
A Pytorch implementation of "Splitter: Learning Node Representations that Capture Multiple Social Contexts" (WWW 2019).
Text Pairs Relation Classification ⭐ 182
About Text Pairs (Sentence Level) Classification (Similarity Modeling) Based on Neural Network.
Webvectors ⭐ 171
Web-ify your word2vec: framework to serve distributional semantic models online
Textaugment ⭐ 169
TextAugment: Text Augmentation Library
Nlp_learning ⭐ 166
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
Danmf ⭐ 166
A sparsity aware implementation of "Deep Autoencoder-like Nonnegative Matrix Factorization for Community Detection" (CIKM 2018).
Embedding As Service ⭐ 160
One-Stop Solution to encode sentence to fixed length vectors from various embedding techniques
Graphwavemachine ⭐ 155
A scalable implementation of "Learning Structural Node Embeddings Via Diffusion Wavelets (KDD 2018)".
Entity2rec ⭐ 149
entity2rec generates item recommendation using property-specific knowledge graph embeddings
Word2vec Spam Filter ⭐ 147
Using word vectors to classify spam messages
Stocksensation ⭐ 146
基于情感字典和机器学习的股市舆情情感分类可视化Web
Role2vec ⭐ 143
A scalable Gensim implementation of "Learning Role-based Graph Embeddings" (IJCAI 2018).
Textfeatures ⭐ 143
👷‍♂️ A simple package for extracting useful features from character objects 👷‍♀️
Skip Thoughts.torch ⭐ 142
Porting of Skip-Thoughts pretrained models from Theano to PyTorch & Torch7
Fasttext.js ⭐ 139
FastText for Node.js
Fasttext4j ⭐ 139
Implementing Facebook's FastText with java
Ml ⭐ 135
sourced.ml is a library and command line tools to build and apply machine learning models on top of Universal Abstract Syntax Trees
Skip Gram Pytorch ⭐ 134
A complete pytorch implementation of skip-gram
Log Anomaly Detector ⭐ 134
Log Anomaly Detection - Machine learning to detect abnormal events logs
Word2vec ⭐ 133
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。
Pyrdf2vec ⭐ 133
🐍 Python Implementation and Extension of RDF2Vec
Textclf ⭐ 132
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。
Word2vec ⭐ 132
Go library for performing computations in word2vec binary models
Wordembeddings Elmo Fasttext Word2vec ⭐ 129
Using pre trained word embeddings (Fasttext, Word2Vec)
Scattertext Pydata ⭐ 125
Notebooks for the Seattle PyData 2017 talk on Scattertext
Sentence Similarity ⭐ 125
对四种句子/文本相似度计算方法进行实验与比较
Pytorch_neg_loss ⭐ 118
NEG loss implemented in pytorch
Hierarchical Attention Network ⭐ 117
Implementation of Hierarchical Attention Networks in PyTorch
Ml Projects ⭐ 106
ML based projects such as Spam Classification, Time Series Analysis, Text Classification using Random Forest, Deep Learning, Bayesian, Xgboost in Python
Pytorch_word2vec ⭐ 106
Use pytorch to implement word2vec
Word2vec_pipeline ⭐ 105
NLP pipeline using word2vec (preprocessing/embedding/prediction/clustering)
Postgres Word2vec ⭐ 105
utils to use word embedding models like word2vec vectors in a PostgreSQL database
Repo 2016 ⭐ 105
R, Python and Mathematica Codes in Machine Learning, Deep Learning, Artificial Intelligence, NLP and Geolocation
Dna2vec ⭐ 103
dna2vec: Consistent vector representations of variable-length k-mers
Text_rnn_attention ⭐ 102
嵌入Word2vec词向量的RNN+ATTENTION中文文本分类
Text Summarizer ⭐ 101
Python Framework for Extractive Text Summarization
Turkish Word2vec ⭐ 101
Pre-trained Word2Vec Model for Turkish
Wikidata Corpus ⭐ 101
Train Wikidata with word2vec for word embedding tasks
Nlp_research ⭐ 98
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
Walklets ⭐ 95
A lightweight implementation of Walklets from "Don't Walk Skip! Online Learning of Multi-scale Network Embeddings" (ASONAM 2017).
Transorthogonal Linguistics ⭐ 94
Uses a distributed word representation to finds words along the hyperchord of two input words.
Experiments ⭐ 93
Some research experiments
Musae ⭐ 93
The reference implementation of "Multi-scale Attributed Node Embedding". (Journal of Complex Networks 2021)
Dict2vec ⭐ 88
Dict2vec is a framework to learn word embeddings using lexical dictionaries.
Doc2vec Api ⭐ 86
document embedding and machine learning script for beginners
Glove As A Tensorflow Embedding Layer ⭐ 85
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.
Text_classifier ⭐ 84
该项目是使用TextCNN/TextRNN/TextRCNN/Transformer/Bert的文本分类项目，嵌入层可接入Word2Vec，带有Attention模块，可对抗训练增强，项目基于Tensorflow2.3开发。
Nonce2vec ⭐ 83
Incremental learning of word embeddings with context informativeness.
Deeplearning Lab ⭐ 82
Code lab for deep learning. Including rnn,seq2seq,word2vec,cross entropy,bidirectional rnn,convolution operation,pooling operation,InceptionV3,transfer learning.
1-100 of 816 projects

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