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A curated list of awesome fastai projects/blog posts/tutorials/etc.

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What's inside

Libraries

  • AdaptNLPNatural Language Processing

    a high-level framework and library for running, training, and deploying state-of-the-art NLP models for end-to-end tasks

  • blurrNatural Language Processing

    a library that integrates HuggingFace Transformers with version 2 of the fastai framework

  • faimed3dMedical Imaging

    extension to fastai for volumetric medical data

  • fastai_minimaFastai extensions

    minimal fastai code needed for working with pytorch

  • fastai_ulmfitNatural Language Processing

    a library for pretraining, fine-tuning and training a ULM-FiT classifier

  • fastaudioOther libraries

    an audio module for fastai v2

Github Repositories

  • EagerAI/fastai

    an R interface for fastai

  • fastai-batch-size-finder

    Implementation of OpenAI paper "An Empirical Model of Large-Batch Training" for fastai v2.

  • FastAI.jl

    a version of the fastai libary for the Julia language

  • fastbook

    the Jupyter notebooks for the current edition of fastai book and course.

  • fast_tabnet

    TabNet (SOTA neural network for tabular data) for fastai

  • imagenette

    a smaller subset of 10 easily classified classes from Imagenet, useful for quick prototyping.

Other links

  • fast.ai course

    the fastai deep learning course.

  • fastaidocs

    a great set of cheatsheets for the fastai v2 API.

  • fastpages

    An easy to use blogging platform with extra features for Jupyter Notebooks. A great blogging platform for you to share your fastai journey!

  • nbagile

    making nbdev compatible for agile frameworks and developments

  • nbdev

    Create delightful python projects using Jupyter Notebooks. fastai v2 is built with nbdev.

  • nbverbose

    An inplace extension on fastai's nbdev library to support documenting inputs

Showing a sample of 51 resources. View the full list on GitHub →