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RaRe-Technologies / gensim

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Gensim's FastText model reads in unsupported modes from Facebook's FastText

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mpenkov commented Jun 22, 2021

In gensim/models/fasttext.py:

    model = FastText(
        vector_size=m.dim,
        vector_size=m.dim,
        window=m.ws,
        window=m.ws,
        epochs=m.epoch,
        epochs=m.epoch,
        negative=m.neg,
        negative=m.neg,
        # FIXME: these next 2 lines read in unsupported FB FT modes (loss=3 softmax or loss=4 onevsall,
        # or model=3 supervi

Move BrownCorpus from word2vec to gensim.corpora

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word2vec doc-comment example of KeyedVectors usage broken

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flairNLP / flair

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A very simple framework for state-of-the-art Natural Language Processing (NLP)

nlp machine-learning natural-language-processing word-embeddings pytorch named-entity-recognition sequence-labeling semantic-role-labeling

Updated Apr 28, 2022
Python

Embedding / Chinese-Word-Vectors

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100+ Chinese Word Vectors 上百种预训练中文词向量

word-embeddings embeddings chinese embedding chinese-word-segmentation vectors-trained

Updated Mar 20, 2021
Python

bentrevett / pytorch-sentiment-analysis

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Tutorials on getting started with PyTorch and TorchText for sentiment analysis.

nlp natural-language-processing tutorial sentiment-analysis word-embeddings transformers cnn pytorch recurrent-neural-networks lstm rnn fasttext bert sentiment-classification pytorch-tutorial pytorch-tutorials cnn-text-classification lstm-sentiment-analysis pytorch-nlp torchtext

Updated Jul 15, 2021
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jbesomi / texthero

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Matching Content in our Doctests

2

henrifroese commented Sep 23, 2020

It would be great to have more friendly and funny doctest text content (instead of "Aha", "Text", ...). It's also nicer for users if the docstring examples are all similar.

One idea, for instance, is to use famous sentences said by movie Superheroes. Here are a few examples:

I have the power!
Flame on!
HULK SMASH!
Holy ____ Batman!
I am the vengeance, I am the night, I am BATMAN!

Add version attribute

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My wordcloud looks ugly. Which argument to change to make it look cleaner?

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Separius / awesome-sentence-embedding

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A curated list of pretrained sentence and word embedding models

nlp awesome encoder paper natural-language word-embeddings evaluation awesome-list pretrained-models unsupervised-learning embedding-models language-model bert embedded-models cross-lingual wordembedding encoders sentence-embeddings pretrained-embedding sentence-representations contextualized-representation vector-map pooling-methods pretrained-language-model subword-models

Updated Apr 23, 2021
Python

JasonKessler / scattertext

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Beautiful visualizations of how language differs among document types.

visualization d3 nlp machine-learning natural-language-processing text-mining word2vec exploratory-data-analysis word-embeddings sentiment eda topic-modeling scatter-plot japanese-language stylometry computational-social-science text-visualization text-as-data stylometric semiotic-squares

Updated Mar 26, 2022
Python

ddangelov / Top2Vec

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Top2Vec learns jointly embedded topic, document and word vectors.

word-embeddings topic-modeling semantic-search bert text-search topic-search document-embedding topic-modelling text-semantic-similarity sentence-encoder pre-trained-language-models topic-vector sentence-transformers top2vec

Updated Apr 3, 2022
Python

plasticityai / magnitude

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A fast, efficient universal vector embedding utility package.

python nlp fast machine-learning natural-language-processing word2vec word-embeddings embeddings gensim machine-learning-library glove vectors fasttext memory-efficient

Updated Feb 23, 2021
Python

omarsar / nlp_overview

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Overview of Modern Deep Learning Techniques Applied to Natural Language Processing

nlp reinforcement-learning deep-learning word-embeddings cnn rnn

Updated Mar 25, 2020
CSS

dselivanov / text2vec

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

natural-language-processing text-mining word2vec word-embeddings efficiency topic-modeling vignette glove vectorization latent-dirichlet-allocation

Updated Apr 22, 2022
R

goru001 / inltk

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Typo fix: 'malyalam' to 'malayalam'

goru001 commented Jul 16, 2019

Some amount of work for this was done here. Checkout this comment to see what it lacked.

nlptown / nlp-notebooks

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A collection of notebooks for Natural Language Processing from NLP Town

nlp natural-language-processing text-mining deep-learning word-embeddings artificial-intelligence

Updated May 25, 2021
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meta-toolkit / meta

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A Modern C++ Data Sciences Toolkit

nlp search-engine c-plus-plus graph-algorithms text-classification word-embeddings text-analysis language-modeling inverted-index text-analytics pos-tag nlp-parsing

Updated Dec 13, 2020
C++

imgarylai / bert-embedding

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🔡 Token level embeddings from BERT model on mxnet and gluonnlp

nlp natural-language-processing mxnet word-embeddings bert gluonnlp

Updated Nov 13, 2019
Python

Tixierae / deep_learning_NLP

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

nlp deep-learning numpy word2vec word-embeddings keras python3 pytorch recurrent-neural-networks attention nmt skipgram doc2vec cnn-keras saliency-map seq2seq-pytorch self-attention document-embeddings hierarchical-attention-network

Updated Mar 11, 2020
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ncbi-nlp / BioSentVec

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BioWordVec & BioSentVec: pre-trained embeddings for biomedical words and sentences

natural-language-processing word-embeddings pubmed fasttext mimic-iii bionlp sentence-similarity sentence-embeddings sent2vec

Updated Jan 12, 2022
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ynqa / wego

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

nlp go machine-learning word2vec word-embeddings glove

Updated Mar 2, 2021
Go

KristiyanVachev / Question-Generation

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Generating multiple choice questions from text using Machine Learning.

nlp machine-learning ai naive-bayes word-embeddings spacy quiz cosine-similarity questions-and-answers question-generator spacy-nlp question-generation

Updated Oct 27, 2021
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chakki-works / chakin

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Simple downloader for pre-trained word vectors

machine-learning natural-language-processing word-embeddings datasets word-vectors

Updated Mar 27, 2019
Python

kamalkraj / Named-Entity-Recognition-with-Bidirectional-LSTM-CNNs

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Named-Entity-Recognition-with-Bidirectional-LSTM-CNNs

tensorflow word-embeddings keras cnn named-entity-recognition python36 character-embeddings glove-embeddings conll-2003 bilstm

Updated Apr 21, 2020
Python

sudharsan13296 / Hands-On-Deep-Learning-Algorithms-with-Python

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Master Deep Learning Algorithms with Extensive Math by Implementing them using TensorFlow

tensorflow word-embeddings gru autoencoder gans doc2vec skip-thoughts adagrad cyclegan deep-learning-mathematics capsule-network few-shot-learning quick-thought deep-learning-scratch nadam deep-learning-math lstm-math cnn-math rnn-derivation contractive-autonencoders

Updated Oct 2, 2020
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sunyilgdx / SIFRank_zh

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Keyphrase or Keyword Extraction 基于预训练模型的中文关键词抽取方法（论文SIFRank: A New Baseline for Unsupervised Keyphrase Extraction Based on Pre-trained Language Model 的中文版代码）

word-embeddings python36 keyword-extraction keyphrase-extraction sif sentence-embeddings elmo pre-trained-language-models sifrank