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online natural language processing with word vectors

Install git clone https://github.com/overlap-ai/words2map.git cd words2map ./install.sh Derive new vectors for words by searching online from words2map import * model = load_model() words = load_words("passions
Information
Category: Python / Natural Language Processing
Watchers: 23
Star: 310
Fork: 37
Last update: Jan 16, 2022
Resource links
http://overlap.ai
https://github.com/legel/words2map

Install

git clone https://github.com/overlap-ai/words2map.git
cd words2map
./install.sh

Derive new vectors for words by searching online

from words2map import *
model = load_model()
words = load_words("passions.csv")
vectors = [derive_vector(word, model) for word in words]
save_derived_vectors(words, vectors, "passions.txt")

Analyze derived word vectors

from words2map import *
from pprint import pprint
model = load_derived_vectors("passions.txt")
pprint(k_nearest_neighbors(model=model, k=10, word="Data_Scientists"))

Visualize clusters of vectors

from words2map import *
model = load_derived_vectors("passions.txt")
words = [word for word in model.vocab]
vectors = [model[word] for word in words]
vectors_in_2D = reduce_dimensionality(vectors)
generate_clusters(words, vectors_in_2D)

Contents
    babylonhealth Multilingual word vectors in 78 languages
    Kyubyong Pre-trained word vectors of 30+ languages
    NaturalNode "Natural" is a general natural language facility for nodejs.
    felipemaiapolo LegalNLP - Natural Language Processing Methods for the Brazilian Legal Language
    Kyubyong Natural Language Processing Tasks and References
    johnsnowlabs State of the Art Natural Language Processing
    omarsar Overview of Modern Deep Learning Techniques Applied to Natural Language Processing
    sooftware Natural Language Processing Tasks and Examples.
    ThoughtRiver Fast word vectors with little memory usage in Python
    kojisekig This tool extracts word vectors from Lucene index.
    ddangelov Top2Vec learns jointly embedded topic, document and word vectors.
    thepushkarp Search Git commits in natural language
    octokatherine A Mastermind-like word guessing game
    ynqa Word Embeddings (e.g. Word2Vec) in Go!
    thomhurst A Round ImageView that works with vectors!
    facebookresearch Faiss is a library for efficient similarity search and clustering of dense vectors
    paarthneekhara Text to image synthesis using thought vectors
    inejc :page_facing_up: A PyTorch implementation of Paragraph Vectors (doc2vec)
    felselva Pure C math library for 2D and 3D programming
    vearch A distributed system for efficient similarity search of embedding vectors
    gugarosa 🗣️ NALP is a library that covers Natural Adversarial Language Processing.
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