103 Open Source Fasttext Software Projects

Topic Modelling for Humans

all kinds of text classification models and more with deep learning

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

Pre-trained word vectors of 30+ languages

A fast, efficient universal vector embedding utility package.

兜哥出品 <一本开源的NLP入门书籍>

Documents, papers and codes related to Natural Language Processing, including Topic Model, Word Embedding, Named Entity Recognition, Text Classificatin, Text Generation, Text Similarity, Machine Translation)，etc. All codes are implemented intensorflow 2.0.

A Python interface for Facebook fastText

An Engine-Agnostic Deep Learning Framework in Java

1st Place Solution for Zhihu Machine Learning Challenge . Implementation of various text-classification models.(知乎看山杯第一名解决方案)

Pre-training of Deep Bidirectional Transformers for Language Understanding: pre-train TextCNN

中文长文本分类、短句子分类、多标签分类、两句子相似度（Chinese Text Classification of Keras NLP, multi-label classify, or sentence classify, long or short），字词句向量嵌入层（embeddings）和网络层（graph）构建基类，FastText，TextCNN，CharCNN，TextRNN, RCNN, DCNN, DPCNN, VDCNN, CRNN, Bert, Xlnet, Albert, Attention, DeepMoji, HAN, 胶囊网络-CapsuleNet, Transformer-encode, Seq2seq, SWEM, LEAM, TextGCN

Text classification models implemented in Keras, including: FastText, TextCNN, TextRNN, TextBiRNN, TextAttBiRNN, HAN, RCNN, RCNNVariant, etc.

一个生产级、高性能、模块化、可扩展的中文NLP工具包。（中文分词、平均感知机、fastText、拼音、新词发现、分词纠错、BM25、人名识别、命名实体、自定义词典）

Fast word vectors with little memory usage in Python

Implementation of State-of-the-art Text Classification Models in Pytorch

Compute Sentence Embeddings Fast!

Simple embedding based text classifier inspired by fastText, implemented in tensorflow

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

Yet another Python binding for fastText

all kinds of baseline models for long text classificaiton( text categorization)

cw2vec: Learning Chinese Word Embeddings with Stroke n-gram Information

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.

Sentence Classifications with Neural Networks

Implementing Facebook's FastText with java

Using pre trained word embeddings (Fasttext, Word2Vec)

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

Neural models for Text Classification in Tensorflow, such as cnn, dpcnn, fasttext, bert ...

NLP research：基于tensorflow的nlp深度学习项目，支持文本分类/句子匹配/序列标注/文本生成 四大任务

FastText for Node.js

Lightning Fast Language Prediction 🚀

R wrapper for fastText

A text analysis application for performing common NLP tasks through a web dashboard interface and an API

Code for "Effective Dimensionality Reduction for Word Embeddings".

Exploring the simple sentence similarity measurements using word embeddings

Telegram Data Clustering contest solution by Mindful Squirrel

NIPS Conversational Intelligence Challenge 2017 Winner System: Skill-based Conversational Agent with Supervised Dialog Manager

Node wrapper around FastText Library

自然语言处理相关实验实现 some experiment of natural language processing, Like text classification, named entity recognition, pos-tags, segment, key words extractor, auto summarize etc.

An asynchronous concurrent pipeline for classifying Common Crawl based on fastText's pipeline.

Automatic paper clustering and search tool by fastext from Facebook Research

Predicts the best chess move with 27.5% accuracy by a single matrix multiplication

Visualize word embeddings of a vocabulary in TensorBoard, including the neighbors

fastText model serving service

.NET Standard wrapper for fastText library. Now works on Windows, Linux and MacOs!

All about Neural Networks!

finalfusion embeddings in Rust

Tools for shrinking fastText models (in gensim format)

Nodejs binding for fasttext representation and classification.

NoiseMix - data generation for natural language

JavaScript implementation of the FastText prediction algorithm

Machine learning prediction in pure Python

用tf实现各种文本分类模型，并且封装restful接口，可以直接工程化

WPF编写的词向量可视化工具，比较word2vec, glove, fastText的不同

A scikit learn based interface to facebook fasttext.

Flask web server to serve supervised models trained with FastText.

Efficient learning of word representations

fastText Rust binding

基於關聯式新聞提取方法之雙階段注意力機制模型用於股票預測

Fast Multilingual Word Embeddings

Serverless hashtag recommendations using fastText and Python with AWS Lambda

Unofficial Implementation of "Bag of Tricks for Efficient Text Classification", 2016, Armand Joulin et al. (https://arxiv.org/pdf/1607.01759.pdf)

Facebook fastText database in SQLite with Go API

Persian sentiment analysis ( آناکاوی سهش های فارسی | تحلیل احساسات فارسی )

Implementation of TextCNN, TextRNN, RCNN, FastText with Pytorch(Pytorch实现中文句子分类)

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

一个基于 fasttext + faiss 的商品内容相关推荐实现，nginx+uwsgi+flask / gunicorn+uvicorn+fastapi 提供api查询接口，增加Spark实现 Ansj+Word2vec+LSH+Phoenix

Here I sort out some small projects I did in the process of learning NLP.

LSTM，TextCNN，fastText情感分析，模型用 tf_serving 和 flask 部署成web应用

Building a language detection classifier using fastText

Word embeddings for the web

:chart_with_upwards_trend: Find your fasttext hyperparameters quickly and easily.

R package for 'Efficient Learning of Word Representations and Sentence Classification'

fastText中文实践

A brief overview of how to use fastText to train powerful text classifiers in a python notebook.

Language detection using Spacy and Fasttext

A suite of tools for text preparation, vectorization and processing for deep learning with Keras.

Machine learning driven issue classification bot.

Yet Another Sequence Encoder - Encode sequences to vector of vector in python !

Same fastText, but up to 2x faster training and inference.

Serve your fastText models for text classification and word vectors

A Tree-LSTM-based dependency tree sentiment labeler

This repo contains implementation of advanced ML techniques. Includes model ensembles, cost-sensitive learning and dealing with class imbalance.

Python project to create a classifier to guess if a Twitter account is a man, a woman or a bot.

PyTorch implementation of some text classification models (HAN, fastText, BiLSTM-Attention, TextCNN, Transformer) | 文本分类

A simple text based AI to execute commands using NLP

semantic-sh is a SimHash implementation to detect and group similar texts by taking power of word vectors and transformer-based language models (BERT).

CVTK, a Computer Vision ToolKit.

A comparison and discussion of different NLP methods for 5-class sentiment classification on the SST-5 dataset.

Embedding模型代码和学习笔记总结

A data set and model for german sentiment classification.

:spider: The pipeline for the OSCAR corpus

:art: :art:NLP 自然语言处理教程 :art::art: https://dataxujing.github.io/NLP-paper/

fastlangid, the only language identification package that support cantonese (zh-yue), simplified (zh-hans) and traditional chinese (zh-hant)

Password Similarity Detection Using Deep Neural Networks. This project was the case study of my bachelor's thesis.

cw2vec implementation in pytorch

FastText for Korean

A GitHub Action to suggest related or similar issues, documents, and links. Based on the power of NLP and fastText.

This repository provides various Python methods for finding and aggregating synonyms for an individual word or a list of words.