All Categories → Machine Learning → word-embeddings

Top 105 word-embeddings open source projects

Programs with word vectors, RNN, NLP stuff, etc

✭ 19

Jupyter Notebook natural-language-processing deep-learning tensorflow word-embeddings

Explaining textual analysis tools in Python. Including Preprocessing, Skip Gram (word2vec), and Topic Modelling.

Code for SPINE - Sparse Interpretable Neural Embeddings. Jhamtani H.*, Pruthi D.*, Subramanian A.*, Berg-Kirkpatrick T., Hovy E. AAAI 2018

✭ 44

python Jupyter Notebook shell word-embeddings interpretability

🍘 単語分割を経由しない単語埋め込み 🍘

✭ 14

Jupyter Notebook python nlp japanese word-embeddings software computational-linguistics

yelp comments classification nlp

Yelp round-10 review comments classification using deep learning (LSTM and CNN) and natural language processing.

✭ 72

Jupyter Notebook natural-language-processing word-embeddings cnn lstm-neural-networks yelp-dataset

SIGIR 2017: Embedding-based query expansion for weighted sequential dependence retrieval model

✭ 35

python information-retrieval word2vec word-embeddings nearest-neighbor query-expansion

Text processing library for sentiment analysis and related tasks

✭ 25

python shell nlp natural-language-processing sentiment-analysis scikit-learn word-embeddings supervised-learning classification opinion-mining

Sample code for training Word2Vec and FastText using wiki corpus and their pretrained word embedding..

✭ 21

python word2vec word-embeddings fasttext pretrained-embedding

Context Encoders (ConEc) as a simple but powerful extension of the word2vec model for learning word embeddings

✭ 20

python machine-learning natural-language-processing word-embeddings

Codenames AI using Word Vectors

✭ 41

python shell game nlp cli ai word2vec word-embeddings codenames

Naive-Resume-Matching

Text Similarity Applied to resume, to compare Resumes with Job Descriptions and create a score to rank them. Similar to an ATS.

✭ 27

python nlp resume machine-learning natural-language-processing dashboard text-classification text-similarity word-embeddings data-visualization data-analysis cosine-similarity streamlit

SentimentAnalysis

Sentiment Analysis: Deep Bi-LSTM+attention model

✭ 32

python nlp deep-neural-networks twitter deep-learning sentiment-analysis neural-network word-embeddings pytorch embeddings lstm deeplearning computational-linguistics semeval attention-mechanism nlp-machine-learning twitter-messages sentiment-classification semeval-sentiment

Word-recognition-EmbedNet-CAB

Code implementation for our ICPR, 2020 paper titled "Improving Word Recognition using Multiple Hypotheses and Deep Embeddings"

✭ 19

python recognition cab word-embeddings text-recognition ocr-recognition image-embeddings text-embeddings word-recognition embednet deep-embeddings topk-predictions

💻Speech and Natural Language Processing (SLP & NLP) Lab Assignments for ECE NTUA

✭ 19

Jupyter Notebook python shell Makefile automata deep-learning sentiment-analysis word2vec word-embeddings attention transfer-learning attention-mechanism nlp-machine-learning lstm-neural-networks sentiment-classification openfst glove-embeddings rnn-pytorch kaldi-asr

sentiment-analysis-of-tweets-in-russian

Sentiment analysis of tweets in Russian using Convolutional Neural Networks (CNN) with Word2Vec embeddings.

✭ 51

Jupyter Notebook nlp machine-learning tweets sentiment-analysis word2vec word-embeddings keras jupyter-notebook cnn embeddings machinelearning computational-linguistics convolutional-neural-network nlp-machine-learning word2vec-ru

PyTorch implementation of context2vec from Melamud et al., CoNLL 2016

✭ 18

python natural-language-processing deep-learning word-embeddings pytorch

wikidata-corpus

Train Wikidata with word2vec for word embedding tasks

✭ 109

python shell wikidata word2vec word-embeddings

Mixing Dirichlet Topic Models and Word Embeddings to Make lda2vec from this paper https://arxiv.org/abs/1605.02019

✭ 27

Jupyter Notebook python nlp text-mining deep-learning chainer text word2vec sklearn word-embeddings embeddings topic-modeling lda

materials-synthesis-generative-models

Public release of data and code for materials synthesis generation

✭ 47

HTML python Jupyter Notebook machine-learning natural-language-processing word-embeddings generative-model materials-science

QuestionClustering

Clasificador de preguntas escrito en python 3 que fue implementado en el siguiente vídeo: https://youtu.be/qnlW1m6lPoY

✭ 15

Jupyter Notebook python nlp crawler machine-learning natural-language-processing deep-learning sentiment-analysis clustering word-embeddings inteligencia-artificial pln unsupervised-machine-learning techonology

Google News and Leo Tolstoy: Visualizing Word2Vec Word Embeddings using t-SNE.

✭ 59

Jupyter Notebook visualization nlp machine-learning word2vec word-embeddings embeddings machinelearning computational-linguistics tsne nlp-machine-learning google-news leo-tolstoy

Implementation of Siamese CBOW using keras whose backend is tensorflow.

✭ 14

python Jupyter Notebook natural-language-processing tensorflow word-embeddings keras

The code of our paper "SIFRank: A New Baseline for Unsupervised Keyphrase Extraction Based on Pre-trained Language Model"

✭ 96

python word-embeddings keyphrase-extraction sif keywords-extraction elmo stanfordcorenlp pre-trained-language-models

datastories-semeval2017-task6

Deep-learning model presented in "DataStories at SemEval-2017 Task 6: Siamese LSTM with Attention for Humorous Text Comparison".

robot-mind-meld

A little game powered by word vectors

✭ 31

javascript Vue python HTML vuejs2 word-embeddings sanic word-game word-vectors

[KDD 2020] Hierarchical Topic Mining via Joint Spherical Tree and Text Embedding

✭ 55

c shell python Makefile text-mining word-embeddings topic-modeling tree-structure hierarchical-models spherical-geometry

Active-Explainable-Classification

A set of tools for leveraging pre-trained embeddings, active learning and model explainability for effecient document classification

✭ 28

HTML python sklearn word-embeddings document-classification flair active-learning model-interpretation eli5 document-classifier model-interpretability

compress-fasttext

Tools for shrinking fastText models (in gensim format)

✭ 124

Jupyter Notebook python nlp word-embeddings fasttext fasttext-embeddings

MorphologicalPriorsForWordEmbeddings

Code for EMNLP 2016 paper: Morphological Priors for Probabilistic Word Embeddings

✭ 53

python nlp theano neural-network word-embeddings blocks emnlp

pair2vec: Compositional Word-Pair Embeddings for Cross-Sentence Inference

✭ 62

python shell natural-language-processing word-embeddings question-answering representation-learning natural-language-inference

Arabic-Word-Embeddings-Word2vec

Arabic Word Embeddings Word2vec

✭ 26

javascript HTML python CSS nlp flask ai word2vec word-embeddings arabic

word-benchmarks

Benchmarks for intrinsic word embeddings evaluation.

✭ 45

nlp benchmark natural-language-processing word2vec word-embeddings evaluation distributional-semantics

Contextual LSTM for NLP tasks like word prediction and word embedding creation for Deep Learning

✭ 28

python shell word-embeddings topic-modeling lstm-neural-networks word-prediction nlp-tasks

Danish Semantic analysis

✭ 17

python Jupyter Notebook HTML word-embeddings danish

word2vec-on-wikipedia

A pipeline for training word embeddings using word2vec on wikipedia corpus.

✭ 68

python c shell Makefile wikipedia word2vec word-embeddings

Code for Supervised Word Mover's Distance (SWMD)

✭ 90

matlab c word-embeddings metric-learning wasserstein

Named-Entity Recognition in Persian Language

✭ 48

natural-language-processing word-embeddings annotations embeddings named-entities dataset named-entity-recognition persian-language persian-nlp persian-ner

Code for the paper: Don't Settle for Average, Go for the Max: Fuzzy Sets and Max-Pooled Word Vectors, ICLR 2019.

✭ 43

python shell sed machine-learning natural-language-processing word-embeddings similarity-measures research-paper word-vectors

WEFE: The Word Embeddings Fairness Evaluation Framework. WEFE is a framework that standardizes the bias measurement and mitigation in Word Embeddings models. Please feel welcome to open an issue in case you have any questions or a pull request if you want to contribute to the project!

✭ 164

python nlp library word-embeddings nlp-library bias-reduction bias-detection fairness-ai fairness-ml word-embedding-evaluation word-embedding-fairness

SImple SenTence EmbeddeR

✭ 66

python machine-learning natural-language-processing word-embeddings transformer bert

Word2VecfJava: Java implementation of Dependency-Based Word Embeddings and extensions

✭ 14

java Roff nlp neural-network word-embeddings word2vec-model word-similarity lexical-substitution word2vecf

A two-stream convolutional neural network for learning abitrary similarity functions over two sets of training data

✭ 24

python shell natural-language-processing deep-learning tensorflow word2vec word-embeddings convolutional-neural-networks

overview-and-benchmark-of-traditional-and-deep-learning-models-in-text-classification

NLP tutorial

✭ 41

Jupyter Notebook blog nlp tutorial tweets sentiment-analysis text-classification sklearn word-embeddings keras recurrent-neural-networks bag-of-words deeplearning convolutional-neural-networks tfidf glove-embeddings character-ngrams word-ngrams

Code for ACL'19 "Few-Shot Representation Learning for Out-Of-Vocabulary Words"

✭ 56

python word-embeddings out-of-vocabulary few-shot-learning oov

Simple-Sentence-Similarity

Exploring the simple sentence similarity measurements using word embeddings

✭ 99

python word2vec word-embeddings ipynb glove fasttext wmd sentence-similarity sentence-embeddings elmo

61-105 of 105 word-embeddings projects