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Embeddings
265 Open Source Embeddings Software Projects
Free and open source embeddings code projects including engines, APIs, generators, and tools.
Chinese Word Vectors
9662 ⭐
100+ Chinese Word Vectors 上百种预训练中文词向量
Tensorflow Hub
3031 ⭐
A library for transfer learning by reusing parts of TensorFlow models.
Pytorch Nlp
2011 ⭐
Basic Utilities for PyTorch Natural Language Processing (NLP)
Awesome Embedding Models
1490 ⭐
A curated list of awesome embedding models tutorials, projects and communities.
Magnitude
1501 ⭐
A fast, efficient universal vector embedding utility package.
Stock Rnn
1335 ⭐
Predict stock market prices using RNN model with multilayer LSTM cells + optional multi-stock embeddings.
Tensorflow Triplet Loss
1018 ⭐
Implementation of triplet loss in TensorFlow
Bpemb
1028 ⭐
Pre-trained subword embeddings in 275 languages, based on Byte-Pair Encoding (BPE)
Eda_nlp
1172 ⭐
Data augmentation for NLP, presented at EMNLP 2019
Awesome 2vec
827 ⭐
Curated list of 2vec-type embedding models
Keras Textclassification
1221 ⭐
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
Natasha Natasha
886 ⭐
Solves basic Russian NLP tasks, API for lower level Natasha projects
Speedtorch
647 ⭐
Library for faster pinned CPU <-> GPU transfer in Pytorch
Multi Class Text Classification Cnn Rnn
576 ⭐
Classify Kaggle San Francisco Crime Description into 39 classes. Build the model with CNN, RNN (GRU and LSTM) and Word Embeddings on Tensorflow.
Wikipedia2vec
747 ⭐
A tool for learning vector representations of words and entities from Wikipedia
Ner Lstm
534 ⭐
Named Entity Recognition using multilayered bidirectional LSTM
Node2vec
837 ⭐
Implementation of the node2vec algorithm.
Nimfa
467 ⭐
Nimfa: Nonnegative matrix factorization in Python
Awesome Persian Nlp Ir
524 ⭐
Curated List of Persian Natural Language Processing and Information Retrieval Tools and Resources
Lmdb Embeddings
404 ⭐
Fast word vectors with little memory usage in Python
Multi Class Text Classification Cnn
423 ⭐
Classify Kaggle Consumer Finance Complaints into 11 classes. Build the model with CNN (Convolutional Neural Network) and Word Embeddings on Tensorflow.
Fast_sentence_embeddings
479 ⭐
Compute Sentence Embeddings Fast!
Nlp Cube
452 ⭐
Natural Language Processing Pipeline - Sentence Splitting, Tokenization, Lemmatization, Part-of-speech Tagging and Dependency Parsing
Decagon
351 ⭐
Graph convolutional neural network for multirelational link prediction
Bamtercelboo Cw2vec
245 ⭐
cw2vec: Learning Chinese Word Embeddings with Stroke n-gram Information
Magnetloss Pytorch
216 ⭐
PyTorch implementation of a deep metric learning technique called "Magnet Loss" from Facebook AI Research (FAIR) in ICLR 2016.
Sensegram
216 ⭐
Making sense embedding out of word embeddings using graph-based word sense induction
Kprn
236 ⭐
Reasoning Over Knowledge Graph Paths for Recommendation
Deepehr
232 ⭐
Chronic Disease Prediction Using Medical Notes
Food2vec
206 ⭐
:hamburger:
Cause
230 ⭐
Code for the Recsys 2018 paper entitled Causal Embeddings for Recommandation.
Research2vec
191 ⭐
Representing research papers as vectors / latent representations.
Ml Surveys
1777 ⭐
📋 Survey papers summarizing advances in deep learning, NLP, CV, graphs, reinforcement learning, recommendations, graphs, etc.
Datastories Semeval2017 Task4
191 ⭐
Deep-learning model presented in "DataStories at SemEval-2017 Task 4: Deep LSTM with Attention for Message-level and Topic-based Sentiment Analysis".
Paperlist For Recommender Systems
381 ⭐
Recommender Systems Paperlist that I am interested in
Vec4ir
205 ⭐
Word Embeddings for Information Retrieval
Uber Research Parallax
204 ⭐
Tool for interactive embeddings visualization
Curiosity Ai Catalyst
344 ⭐
🚀 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.
Cofactor
165 ⭐
CoFactor: Regularizing Matrix Factorization with Item Co-occurrence
Contextualized Topic Models
764 ⭐
A python package to run contextualized topic modeling. CTMs combine contextualized embeddings (e.g., BERT) with topic models to get coherent topics. Published at EACL and ACL 2021.
Entity2rec
168 ⭐
entity2rec generates item recommendation using property-specific knowledge graph embeddings
Cx_db8
180 ⭐
a contextual, biasable, word-or-sentence-or-paragraph extractive summarizer powered by the latest in text embeddings (Bert, Universal Sentence Encoder, Flair)
Jodie
231 ⭐
A PyTorch implementation of ACM SIGKDD 2019 paper "Predicting Dynamic Embedding Trajectory in Temporal Interaction Networks"
Embedding As Service
165 ⭐
One-Stop Solution to encode sentence to fixed length vectors from various embedding techniques
Keras Vgg16 Places365
158 ⭐
Keras code and weights files for the VGG16-places365 and VGG16-hybrid1365 CNNs for scene classification
Graph2gauss
150 ⭐
Gaussian node embeddings. Implementation of "Deep Gaussian Embedding of Graphs: Unsupervised Inductive Learning via Ranking".
Chars2vec
145 ⭐
Character-based word embeddings model based on RNN for handling real world texts
Hash Embeddings
155 ⭐
PyTorch implementation of Hash Embeddings (NIPS 2017). Submission to the NIPS Implementation Challenge.
Dna2vec
134 ⭐
dna2vec: Consistent vector representations of variable-length k-mers
Ncc
142 ⭐
Neural Code Comprehension: A Learnable Representation of Code Semantics
Fastrtext
101 ⭐
R wrapper for fastText
Diff2vec
114 ⭐
Reference implementation of Diffusion2Vec (Complenet 2018) built on Gensim and NetworkX.
Ml Ai Experiments
113 ⭐
All my experiments with AI and ML
Hdc.caffe
98 ⭐
Complete Code for "Hard-Aware-Deeply-Cascaded-Embedding"
Sytora
127 ⭐
A sophisticated smart symptom search engine
Scikit Fusion
121 ⭐
scikit-fusion: Data fusion via collective latent factor models
Ruimtehol
95 ⭐
R package to Embed All the Things! using StarSpace
Verse
110 ⭐
Reference implementation of the paper VERSE: Versatile Graph Embeddings from Similarity Measures
Laserembeddings
167 ⭐
LASER multilingual sentence embeddings as a pip package
Indicodatasolutions Enso
91 ⭐
Enso: An Open Source Library for Benchmarking Embeddings + Transfer Learning Methods
Dict2vec
106 ⭐
Dict2vec is a framework to learn word embeddings using lexical dictionaries.
Skip Thought Tf
77 ⭐
An implementation of skip-thought vectors in Tensorflow
Deeplearningreading
78 ⭐
Deep Learning and Machine Learning mini-projects. Current Project: Deepmind Attentive Reader (rc-data)
Cesi
97 ⭐
WWW 2018: CESI: Canonicalizing Open Knowledge Bases using Embeddings and Side Information
Embedding_study
89 ⭐
中文预训练模型生成字向量学习,测试BERT,ELMO的中文效果
Dutchembeddings
74 ⭐
Repository for the word embeddings experiments described in "Evaluating Unsupervised Dutch Word Embeddings as a Linguistic Resource", presented at LREC 2016.
Ar Embeddings
77 ⭐
Sentiment Analysis for Arabic Text (tweets, reviews, and standard Arabic) using word2vec
Positional Encoding
79 ⭐
Encoding position with the word embeddings.
Objects That Sound
79 ⭐
Unofficial Implementation of Google Deepmind's paper `Objects that Sound`
Graph_2d_cnn
71 ⭐
Code and data for the paper 'Classifying Graphs as Images with Convolutional Neural Networks' (new title: 'Graph Classification with 2D Convolutional Neural Networks')
Game2vec
62 ⭐
TensorFlow implementation of word2vec applied on https://www.kaggle.com/tamber/steam-video-games dataset, using both CBOW and Skip-gram.
Entity_embeddings_categorical
69 ⭐
Discover relevant information about categorical data with entity embeddings using Neural Networks (powered by Keras)
Entity Network
58 ⭐
Tensorflow implementation of "Tracking the World State with Recurrent Entity Networks" [https://arxiv.org/abs/1612.03969] by Henaff, Weston, Szlam, Bordes, and LeCun.
Finalfrontier
65 ⭐
Context-sensitive word embeddings with subwords. In Rust.
Navec
106 ⭐
Compact high quality word embeddings for Russian language
Glove Experiments
54 ⭐
GloVe word vector embedding experiments (similar to Word2Vec)
Graph Pattern Learner
66 ⭐
Evolutionary Graph Pattern Learner that learns SPARQL queries for a given set of source-target-pairs from an endpoint.
Gobert
71 ⭐
Go Bindings for BERT NLP Models
Dialog Eval
75 ⭐
Evaluate your dialog model with 17 metrics! (see paper)
Vecto
59 ⭐
Doing things with embeddings
Onto Lstm
48 ⭐
Keras implementation of ontology aware token embeddings
Sentiment Analysis Of Tweets In Russian
51 ⭐
Sentiment analysis of tweets in Russian using Convolutional Neural Networks (CNN) with Word2Vec embeddings.
Relation Network
44 ⭐
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.
Embedder
55 ⭐
Embed categorical variables via neural networks.
Pyrdf2vec
139 ⭐
🐍 Python Implementation and Extension of RDF2Vec
Network Embedding Resources
42 ⭐
Network Embedding Survey and Resources
Sansa Ml
40 ⭐
SANSA Machine Learning Layer
Pytorch Continuous Bag Of Words
58 ⭐
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
41 ⭐
Visualize word embeddings of a vocabulary in TensorBoard, including the neighbors
Pytorch Starspace
47 ⭐
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
Idec Pytorch
59 ⭐
Pytorch implementation of Improved Deep Embedded Clustering
Go2vec
44 ⭐
Read and use word2vec vectors in Go
Word2vec Tsne
53 ⭐
Google News and Leo Tolstoy: Visualizing Word2Vec Word Embeddings using t-SNE.
Dpar
41 ⭐
Neural network transition-based dependency parser (in Rust)
Codesnippetsearch
62 ⭐
Neural bag of words code search implementation using PyTorch and data from the CodeSearchNet project.
Keras Word Char Embd
43 ⭐
Concatenate word and character embeddings in Keras
Persianner
43 ⭐
Named-Entity Recognition in Persian Language
Wembedder
41 ⭐
Wikidata embedding
Philo2vec
32 ⭐
An implementation of word2vec applied to [stanford philosophy encyclopedia](http://plato.stanford.edu/)
Finalfusion Rust
46 ⭐
finalfusion embeddings in Rust