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Natural-Language-Toolkit for bahasa Malaysia, powered by Deep Learning.

Project description

https://raw.githubusercontent.com/DevconX/Malaya/master/session/towns-of-malaya.jpg

Malaya

Natural-Language-Toolkit for bahasa Malaysia, powered by Deep Learning Tensorflow.

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Features

  • Entities Recognition, using latest state-of-art CRF deep learning model.

  • Language Detection, using Character-wise eXtreme Gradient Boosting to distinguish Malay, English, and Indonesian.

  • Normalizer, using local Malaysia NLP researches to normalize any bahasa texts.

  • Num2Word

  • Part-of-Speech Recognition, using latest state-of-art CRF deep learning model.

  • Sentiment Analysis, from BERT, Fast-Text, Dynamic-Memory Network, Attention to build deep sentiment analysis models.

  • Spell Correction, using local Malaysia NLP researches to auto-correct any bahasa words.

  • Stemmer

  • Summarization, using skip-thought state-of-art to give precise summarization.

  • Topic Modelling

  • Topic and Influencers Analysis, using deep and machine learning models to understand topics and Influencers similarity in sentences.

  • Toxicity Analysis, from Fast-Text, Stacking, Entity-Network to do multi-label classification.

  • Word2Vec

Installation

The latest release of Malaya can be installed using pip,

pip install malaya

Also, if want to install GPU version, simply,

pip install malaya-gpu

Documentation

All the documentations moved to Malaya Wiki.

Contributors

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