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Search results for word2vec word embeddings

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99 search results found

Gensim ⭐ 15,180

Topic Modelling for Humans

Scattertext ⭐ 2,131

Beautiful visualizations of how language differs among document types.

Magnitude ⭐ 1,542

A fast, efficient universal vector embedding utility package.

Conceptnet Numberbatch ⭐ 1,114

Text2vec ⭐ 829

Fast vectorization, topic modeling, distances and GloVe word embeddings in R.

Ngram2vec ⭐ 638

Four word embedding models implemented in Python. Supporting arbitrary context features

Word Embeddings (e.g. Word2Vec) in Go!

Word Embeddings Benchmarks ⭐ 368

Package for evaluating word embeddings

Deep_learning_nlp ⭐ 359

Keras, PyTorch, and NumPy Implementations of Deep Learning Architectures for NLP

Personality Detection ⭐ 273

Implementation of a hierarchical CNN based model to detect Big Five personality traits

Polish Nlp Resources ⭐ 267

Pre-trained models and language resources for Natural Language Processing in Polish

A word2vec negative sampling implementation with correct CBOW update.

Germanwordembeddings ⭐ 224

Toolkit to obtain and preprocess german corpora, train models using word2vec (gensim) and evaluate them with generated testsets

State-of-the-art, lightweight NLP tools for Turkish language. Developed by VNGRS.

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

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.

Embedding As Service ⭐ 182

One-Stop Solution to encode sentence to fixed length vectors from various embedding techniques

Fasttext.js ⭐ 169

FastText for Node.js

Fasttext4j ⭐ 139

Implementing Facebook's FastText with java

Wordembeddings Elmo Fasttext Word2vec ⭐ 129

Using pre trained word embeddings (Fasttext, Word2Vec)

Word2vec Recommender ⭐ 128

Recommendation engine based on contextual word embeddings

Wikidata Corpus ⭐ 117

Train Wikidata with word2vec for word embedding tasks

Postgres Word2vec ⭐ 105

utils to use word embedding models like word2vec vectors in a PostgreSQL database

Dna2vec ⭐ 103

dna2vec: Consistent vector representations of variable-length k-mers

Text Summarizer ⭐ 101

Python Framework for Extractive Text Summarization

Simple Sentence Similarity ⭐ 97

Exploring the simple sentence similarity measurements using word embeddings

Walklets ⭐ 96

A lightweight implementation of Walklets from "Don't Walk Skip! Online Learning of Multi-scale Network Embeddings" (ASONAM 2017).

Glove As A Tensorflow Embedding Layer ⭐ 90

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.

Dict2vec ⭐ 88

Dict2vec is a framework to learn word embeddings using lexical dictionaries.

Pytorch Wordemb ⭐ 83

Load pretrained word embeddings (word2vec, glove format) into torch.FloatTensor for PyTorch

Nonce2vec ⭐ 83

Incremental learning of word embeddings with context informativeness.

Finalfrontier ⭐ 82

Context-sensitive word embeddings with subwords. In Rust.

Embeddings.jl ⭐ 76

Functions and data dependencies for loading various word embeddings (Word2Vec, FastText, GLoVE)

📝Natural language processing (NLP) utils: word embeddings (Word2Vec, GloVe, FastText, ...) and preprocessing transformers, compatible with scikit-learn Pipelines. 🛠

Library for Korean morpheme and word vector representation

Word2vec Pytorch ⭐ 55

Extremely simple and fast word2vec implementation with Negative Sampling + Sub-sampling

Portuguese Named Entity Recognition

Average Word2vec ⭐ 52

🔤 Calculate average word embeddings (word2vec) from documents for transfer learning

Codenames ⭐ 47

Codenames AI using Word Vectors

Sentiment Analysis Of Tweets In Russian ⭐ 46

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

Textblob Ar ⭐ 46

Arabic support for textblob

基于知识库信息的词向量模型

Word2vec Win32 ⭐ 41

A word2vec port for Windows.

A sparsity aware implementation of "Alternating Direction Method of Multipliers for Non-Negative Matrix Factorization with the Beta-Divergence" (ICASSP 2014).

Word2vec On Wikipedia ⭐ 39

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

Online Interpretable Word Embeddings

Word2vec Bias Extraction ⭐ 35

How are words loaded with meaning? Repository accompanying research by Alina Arseniev-Koehler and Jacob G. Foster, titled "Machine learning as a model for cultural learning: teaching an algorithm what it means to be fat." https://journals.sagepub.com/doi/full/10.1177/0049

Code for EMNLP 2018 paper "Auto-Encoding Dictionary Definitions into Consistent Word Embeddings"

Word2vec Tsne ⭐ 35

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

Persianner ⭐ 34

Named-Entity Recognition in Persian Language

Dynamicword2vec ⭐ 34

Dynamic Word Embeddings for Evolving Semantic Discovery code.

Jointrcm ⭐ 33

Text Analysis ⭐ 32

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

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

Compass-aligned Distributional Embeddings. Align embeddings from different corpora

Word Factor Vectors

Dutch Word Embeddings ⭐ 27

Dutch word embeddings, trained on a large collection of Dutch social media messages and news/blog/forum posts.

Skip Gram Model Pytorch ⭐ 27

PyTorch implementation of the Word2Vec (Skip-Gram Model) and visualizing the trained embeddings using TSNE

Word_embedding ⭐ 26

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

Word Embeddings And Document Vectors ⭐ 25

An evaluation of word-embeddings for classification

Word2vec_zh ⭐ 22

Chinese word2vec word embedding

Tf Word2vec ⭐ 22

TensorFlow implementation of word2vec

Topic Modelling in Semantic Embedding Spaces

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

Chainer Notebooks ⭐ 21

Jupyter notebooks for Chainer hands-on

Hyperstar ⭐ 21

Hyperstar: Negative Sampling Improves Hypernymy Extraction Based on Projection Learning.

Text To Image Synthesis ⭐ 20

Text to image synthesis with GAN-CLS and MSGAN

Arabic Word Embeddings Word2vec ⭐ 19

Arabic Word Embeddings Word2vec

Rouge We ⭐ 17

ROUGE summarization evaluation metric, enhanced with use of Word Embeddings

Word Benchmarks ⭐ 17

Benchmarks for intrinsic word embeddings evaluation.

Word Embeddings From Scratch ⭐ 17

Creating word embeddings from scratch and visualize them on TensorBoard. Using trained embeddings in Keras.

Cs224n Nlp With Deep Learning ⭐ 17

This repo contains my solution to the Stanford course "NLP with Deep Learning" under CS224n code. Here, you can find the solution for all classes starting form 2018

Taxonomy_refinement_embeddings ⭐ 16

Taxonomy refinement method to improve domain-specific taxonomy systems.

Bengali Word Embedding ⭐ 15

Bengali Word Embedding

Psychwordvec ⭐ 15

🔜 Integrative Toolbox of Word Embedding Research for Psychological Science.

Radiologyreportembedding ⭐ 14

Intelligent Word Embeddings of Free-Text Radiology Reports

Word2vecfjava ⭐ 14

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

Xlingualemb ⭐ 14

Crosslingual word embeddings described in our EMNLP paper

Ntua Slp Nlp ⭐ 13

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

Repository for the lectures taught in the course named "Natural Language Processing" at the University of Guilan, Department of Computer Engineering.

Word2vec Pt ⭐ 12

Tensorflow implementation of the Skipgram model with different scripts to train Portuguese word embeddings.

Amino Acid Embedding ⭐ 12

🔬 Train an Amino Acid Embeddings (or a dragon?)

Quranic Search V2 ⭐ 12

Quranic Lexical/Semantic Search

Neuraldenoising ⭐ 11

Neural-based Noise Filtering from Word Embeddings

Sentence Classification ⭐ 11

Implementation of sentence classification using CNN, CNN-RNN, fasttext, etc.

Semantris Solver ⭐ 11

Automated solver for Semantris using OpenCV and Word Embeddings

Chronogram ⭐ 10

Diachronic Word Embedding Model based on Word2vec Skip-gram with Chebyshev approximation

Embeddingbased ⭐ 10

Embedding-based evaluation metrics for dialogue generation.

Learning Ontologies Via Embeddings

A neural network library for natural language processing written in pure Clojure

Word_embeddings_workshop_resources ⭐ 9

Emosense Semeval2019 Task3 Emocontext ⭐ 9

Deep-learning system presented in "EmoSence at SemEval-2019 Task 3: Bidirectional LSTM Network for Contextual Emotion Detection in Textual Conversations" at SemEval-2019.

Hyperhyper ⭐ 8

🧮 Python package to construct word embeddings for small data

Playground ⭐ 8

store my personal project

This library provides functionality for rapidly sharing and retrieving word embeddings over the internet. (EMNLP 2017).

Sentence_embedding ⭐ 8

A sentence embedding method based on weighted series

Wiki_zh_vec ⭐ 7

a python autotool for train Chinese wiki corpus to word embeddings using word2vec ,glove and lexvec.

Repository for the free online book Oddly Satisfying Deep Learning from Scratch (link below!)

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