Fasttext
Sonali Ajankar
Mar 22, 2022
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CommentsWhat is FastText?
It is an open-source, free, lightweight library that allows users to learn text representations and text classifiers. It works on standard, generic hardware. Models can later be reduced in size to even fit on mobile devices.
FastText is a tool in the Text & Language Models category of a tech stack.
Key Features
Train supervised and unsupervised representations of words and sentencesWritten in C++
FastText Pros & Cons
Pros of FastText
- ✓Simple
Cons of FastText
- ✗No in-built performance plotting facility or to get it
- ✗No step by step API access
- ✗No step by step API support
FastText Alternatives & Comparisons
What are some alternatives to FastText?
SpaCy
It is a library for advanced Natural Language Processing in Python and Cython. It's built on the very latest research, and was designed from day one to be used in real products. It comes with pre-trained statistical models and word vectors, and currently supports tokenization for 49+ languages.
Transformers
It provides general-purpose architectures (BERT, GPT-2, RoBERTa, XLM, DistilBert, XLNet…) for Natural Language Understanding (NLU) and Natural Language Generation (NLG) with over 32+ pretrained models in 100+ languages and deep interoperability between TensorFlow 2.0 and PyTorch.
rasa NLU
rasa NLU (Natural Language Understanding) is a tool for intent classification and entity extraction. You can think of rasa NLU as a set of high level APIs for building your own language parser using existing NLP and ML libraries.
