185 Open Source Embeddings Software Projects
Free and open source embeddings code projects including engines, APIs, generators, and tools.
Awesome Embedding Models 1402 ⭐
A curated list of awesome embedding models tutorials, projects and communities.
Stock Rnn 1139 ⭐
Predict stock market prices using RNN model with multilayer LSTM cells + optional multi-stock embeddings.
Keras Textclassification 747 ⭐
中文长文本分类、短句子分类、多标签分类、两句子相似度（Chinese Text Classification of Keras NLP, multi-label classify, or sentence classify, long or short），字词句向量嵌入层（embeddings）和网络层（graph）构建基类，FastText，TextCNN，CharCNN，TextRNN, RCNN, DCNN, DPCNN, VDCNN, CRNN, Bert, Xlnet, Albert, Attention, DeepMoji, HAN, 胶囊网络-CapsuleNet, Transformer-encode, Seq2seq, SWEM, LEAM, TextGCN
Multi Class Text Classification Cnn Rnn 563 ⭐
Classify Kaggle San Francisco Crime Description into 39 classes. Build the model with CNN, RNN (GRU and LSTM) and Word Embeddings on Tensorflow.
Awesome Persian Nlp Ir 415 ⭐
Curated List of Persian Natural Language Processing and Information Retrieval Tools and Resources
Multi Class Text Classification Cnn 404 ⭐
Classify Kaggle Consumer Finance Complaints into 11 classes. Build the model with CNN (Convolutional Neural Network) and Word Embeddings on Tensorflow.
Nlp Cube 331 ⭐
Natural Language Processing Pipeline - Sentence Splitting, Tokenization, Lemmatization, Part-of-speech Tagging and Dependency Parsing
Magnetloss Pytorch 216 ⭐
PyTorch implementation of a deep metric learning technique called "Magnet Loss" from Facebook AI Research (FAIR) in ICLR 2016.
Sensegram 199 ⭐
Making sense embedding out of word embeddings using graph-based word sense induction
Datastories Semeval2017 Task4 179 ⭐
Deep-learning model presented in "DataStories at SemEval-2017 Task 4: Deep LSTM with Attention for Message-level and Topic-based Sentiment Analysis".
Curiosity Ai Catalyst 173 ⭐
🚀 Catalyst is a C# Natural Language Processing library built for speed. Inspired by spaCy's design, it brings pre-trained models, out-of-the box support for training word and document embeddings, and flexible entity recognition models.
Entity2rec 152 ⭐
entity2rec generates item recommendation using property-specific knowledge graph embeddings
Cx_db8 148 ⭐
a contextual, biasable, word-or-sentence-or-paragraph extractive summarizer powered by the latest in text embeddings (Bert, Universal Sentence Encoder, Flair)
Jodie 143 ⭐
A PyTorch implementation of ACM SIGKDD 2019 paper "Predicting Dynamic Embedding Trajectory in Temporal Interaction Networks"
Embedding As Service 134 ⭐
One-Stop Solution to encode sentence to fixed length vectors from various embedding techniques
Keras Vgg16 Places365 125 ⭐
Keras code and weights files for the VGG16-places365 and VGG16-hybrid1365 CNNs for scene classification
Graph2gauss 128 ⭐
Gaussian node embeddings. Implementation of "Deep Gaussian Embedding of Graphs: Unsupervised Inductive Learning via Ranking".
Hash Embeddings 112 ⭐
PyTorch implementation of Hash Embeddings (NIPS 2017). Submission to the NIPS Implementation Challenge.
Diff2vec 102 ⭐
Reference implementation of Diffusion2Vec (Complenet 2018) built on Gensim and NetworkX.
Verse 91 ⭐
Reference implementation of the paper VERSE: Versatile Graph Embeddings from Similarity Measures
Indicodatasolutions Enso 88 ⭐
Enso: An Open Source Library for Benchmarking Embeddings + Transfer Learning Methods
Deeplearningreading 78 ⭐
Deep Learning and Machine Learning mini-projects. Current Project: Deepmind Attentive Reader (rc-data)
Dutchembeddings 70 ⭐
Repository for the word embeddings experiments described in "Evaluating Unsupervised Dutch Word Embeddings as a Linguistic Resource", presented at LREC 2016.
Ar Embeddings 66 ⭐
Sentiment Analysis for Arabic Text (tweets, reviews, and standard Arabic) using word2vec
Graph_2d_cnn 64 ⭐
Code and data for the paper 'Classifying Graphs as Images with Convolutional Neural Networks' (new title: 'Graph Classification with 2D Convolutional Neural Networks')
Game2vec 60 ⭐
TensorFlow implementation of word2vec applied on https://www.kaggle.com/tamber/steam-video-games dataset, using both CBOW and Skip-gram.
Entity_embeddings_categorical 61 ⭐
Discover relevant information about categorical data with entity embeddings using Neural Networks (powered by Keras)
Entity Network 59 ⭐
Tensorflow implementation of "Tracking the World State with Recurrent Entity Networks" [https://arxiv.org/abs/1612.03969] by Henaff, Weston, Szlam, Bordes, and LeCun.
Graph Pattern Learner 53 ⭐
Evolutionary Graph Pattern Learner that learns SPARQL queries for a given set of source-target-pairs from an endpoint.
Sentiment Analysis Of Tweets In Russian 45 ⭐
Sentiment analysis of tweets in Russian using Convolutional Neural Networks (CNN) with Word2Vec embeddings.
Relation Network 45 ⭐
Tensorflow Implementation of Relation Networks for the bAbI QA Task, detailed in "A Simple Neural Network Module for Relational Reasoning," [https://arxiv.org/abs/1706.01427] by Santoro et. al.
Pytorch Continuous Bag Of Words 43 ⭐
The Continuous Bag-of-Words model (CBOW) is frequently used in NLP deep learning. It's a model that tries to predict words given the context of a few words before and a few words after the target word.
Embeddingsviz 40 ⭐
Visualize word embeddings of a vocabulary in TensorBoard, including the neighbors
Pytorch Starspace 40 ⭐
PyTorch implementation of StarSpace as described in "StarSpace: Embed All The Things!" by Ledell Wu, Adam Fisch, Sumit Chopra, Keith Adams, Antoine Bordes and Jason Weston
Codesnippetsearch 40 ⭐
Neural bag of words code search implementation using PyTorch and data from the CodeSearchNet project.
Philo2vec 32 ⭐
An implementation of word2vec applied to [stanford philosophy encyclopedia](http://plato.stanford.edu/)