Word Embedding Vectors ML Frameworks

Pre-trained and trained word vector models (word2vec, fastText, etc.) and tools for generating, visualizing, or searching with word embeddings. Does NOT include general NLP frameworks, sentence embeddings, or document retrieval systems without word-level focus.

There are 34 word embedding vectors frameworks tracked. 5 score above 50 (established tier). The highest-rated is kermitt2/delft at 66/100 with 415 stars.

Get all 34 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=ml-frameworks&subcategory=word-embedding-vectors&limit=20"

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# Framework Score Tier
1 kermitt2/delft

a Deep Learning Framework for Text https://delft.readthedocs.io/

66
Established
2 yoeo/guesslang

Detect the programming language of a source code

57
Established
3 matthewdeanmartin/whats_that_code

detect programming language of source in pure python from an ensemble of classifiers

52
Established
4 airalcorn2/Deep-Semantic-Similarity-Model

My Keras implementation of the Deep Semantic Similarity Model...

51
Established
5 christiansafka/img2vec

:fire: Use pre-trained models in PyTorch to extract vector embeddings for any image

50
Established
6 microsoft/NeuronBlocks

NLP DNN Toolkit - Building Your NLP DNN Models Like Playing Lego

48
Emerging
7 inejc/paragraph-vectors

:page_facing_up: A PyTorch implementation of Paragraph Vectors (doc2vec).

48
Emerging
8 marian-nmt/sotastream

A library for data streaming and augmentation

44
Emerging
9 oalieno/asm2vec-pytorch

Unofficial implementation of asm2vec using pytorch ( with GPU acceleration )

44
Emerging
10 Tixierae/deep_learning_NLP

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

42
Emerging
11 carlomarxdk/life2vec-light

Basic implementation of the life2vec model with the dummy data.

42
Emerging
12 m-a-n-i-f-e-s-t/retention

Language modeling with linear-cost context

41
Emerging
13 Guillem96/data2vec-vision

PyTorch implementation of Data2Vec self-supervised approach for vision use cases.

37
Emerging
14 greenelab/word-lapse

Explore how a word changes over time

35
Emerging
15 nacayu/CRFNet_Tensorflow2.4.1

Reproduce CRFNet official implementation on windows10, tensorflow2.4.1

35
Emerging
16 ashutosh1919/data2vec-pytorch

Ready to run PyTorch implementation of Data2Vec 2.0: Highly efficient...

35
Emerging
17 ArslanJajja1/bengio-nplm-pytorch

A from-scratch PyTorch implementation and tutorial of the landmark 2003...

34
Emerging
18 remykarem/word2vec-demo

Word2Vec demo on the browser

31
Emerging
19 SisonkeBiotik-Africa/MeSH2Matrix

A set of Python codes for the classification of biomedical relations based...

30
Emerging
20 dpernes/spamhmm

Sparse Mixture of Hidden Markov Models for Graph Connected Entities

25
Experimental
21 eliaskempf/ideal_words

A PyTorch implementation of ideal word computation.

22
Experimental
22 PritK99/POS-Tagging

Parts-of-Speech Tagging using Hidden Markov Model and Viterbi Algorithm

20
Experimental
23 pmav/deep-learning-subversive-spell-checker

A subversive spell checker to generate errors.

19
Experimental
24 yashlad27/neural-network-language-model

Neural Network Language Model & Optimization Engine - Deep learning...

17
Experimental
25 Sikukhayatinamuna/ml-ccg

πŸ€– Enhance machine learning with CCG for improved performance and simplified...

13
Experimental
26 shaoyn0817/NeuralCRF-models

CRF and hyphergraph based models combined with deep learning models.

12
Experimental
27 RobMcH/tagger

A multiclass-perceptron based Part-of-Speech tagger

11
Experimental
28 MikeChunko/language-detection

A basic neural network for detecting langues

11
Experimental
29 nabeelshan78/FNN-NGram-Language-Model-PyTorch

An implementation of a classic N-Gram Language Model from scratch using...

11
Experimental
30 ehtisham-sadiq/Exploring-Word2Vec-and-Doc2Vec

Dive into the world of Word2Vec and Doc2Vec models to uncover insights and...

11
Experimental
31 malakhovks/vec2read

Vec2Read - ΠŸΡ€ΠΎΠ³Ρ€Π°ΠΌΠΌΠ½Ρ‹ΠΉ комплСкс для развития Π½Π°Π²Ρ‹ΠΊΠΎΠ² скорочтСния Ρƒ Π΄Π΅Ρ‚Π΅ΠΉ...

11
Experimental
32 kevinniland/Language-Detection-Neural-Network-with-Vector-Hashing

:mortar_board: 4th year Artificial Intelligence project. Using the Encog...

11
Experimental
33 srivardhansajja/viterbi

Hidden Markov Model Part-of-Speech tagger using Viterbi algorithm (Brown and...

10
Experimental
34 AdiThakur/pos-tagger

Hidden Markov Model for Part-of-Speech tags

10
Experimental