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awesome-fastai

A curated list of awesome fastai projects/blog posts/tutorials/etc.
https://github.com/tmabraham/awesome-fastai

Last synced: 4 days ago
JSON representation

Libraries
- Computer Vision
  - SemTorch - brings state-of-the-art segmentation architectures into fastai
  - UPIT - a fastai/PyTorch package for unpaired image-to-image translation
  - faststyle - aims to provide an easy and modular interface for image to image problems based on feature loss
  - IceVision - an agnostic computer vision framework, pluggable to any training library
  - SemTorch - brings state-of-the-art segmentation architectures into fastai
- Natural Language Processing
  - AdaptNLP - a high-level framework and library for running, training, and deploying state-of-the-art NLP models for end-to-end tasks
  - fasthugs - use fastai-v2 with HuggingFace's pretrained transformers
  - fastai_ulmfit - a library for pretraining, fine-tuning and training a ULM-FiT classifier
- Medical Imaging
  - faimed3d - extension to fastai for volumetric medical data
  - fmi - additional functionality for use with fastai’s medical imaging module
- Fastai extensions
  - fastinference - a collection of inference modules for fastai2
  - fastai_minima - minimal fastai code needed for working with pytorch
  - walkwithfastai - fastai extensions and techniques
- Other libraries
  - fastaudio - an audio module for fastai v2
  - tsai - state-of-the-art deep learning library for time series and sequences.
  - FasterAI - a library to make smaller and faster models with fastai
  - self_supervised - implementation of popular SOTA self-supervised learning algorithms as fastai callbacks
Kaggle Notebooks<a name="kaggle"></a>
- Other libraries
Articles
- Other libraries
Community
- Other libraries
  - fast.ai forums - the **OFFICIAL** fast.ai forums. Any fastai questions should ideally be asked here. Also check if your questions have already been addressed here by a previous post using the search functionality. Finally, feel free to share your work and projects here.
  - fast.ai Discord server - the **OFFICIAL** fast.ai Discord server. Useful for more informal discussion of fastai-related content, setting up and participating in study groups, and fastai library development.
Other links<a name="other"></a>
- Other libraries
  - nbdev - Create delightful python projects using Jupyter Notebooks. fastai v2 is built with nbdev.
  - fastpages - An easy to use blogging platform with extra features for Jupyter Notebooks. A great blogging platform for you to share your fastai journey!
  - fast.ai course - the fastai deep learning course.
  - fastaidocs - a great set of cheatsheets for the fastai v2 API.
  - nbverbose - An inplace extension on fastai's nbdev library to support documenting inputs
  - nbagile - making nbdev compatible for agile frameworks and developments
Github Repositories<a name="github"></a>
- Other libraries
  - fastbook - the Jupyter notebooks for the current edition of fastai book and course.
  - imagenette - a smaller subset of 10 easily classified classes from Imagenet, useful for quick prototyping.
  - FastAI.jl - a version of the fastai libary for the Julia language
  - EagerAI/fastai - an R interface for fastai
  - Over9000 - different SOTA optimizers and fastai training script
  - fast_tabnet - TabNet (SOTA neural network for tabular data) for fastai
  - ManifoldMixupV2 - Manifold-Mixup implementation for fastai v2
  - fastai-batch-size-finder - Implementation of OpenAI paper "An Empirical Model of Large-Batch Training" for fastai v2.

Programming Languages

Jupyter Notebook 20 Python 3 HTML 1 Julia 1

Categories

Libraries 17 Kaggle Notebooks<a name="kaggle"></a> 11 Github Repositories<a name="github"></a> 8 Articles 7 Other links<a name="other"></a> 6 Community 2

Sub Categories

Other libraries 38 Computer Vision 5 Natural Language Processing 3 Fastai extensions 3 Medical Imaging 2

Keywords

fastai 10 pytorch 7 deep-learning 6 python 4 machine-learning 3 nbdev 2 audio 2 object-detection 2 gpu 1 walkwithfastai 1 classification 1 fastinference 1 fastcore 1 fastai2 1 voc-parser 1 voc-dataset 1 tutorials 1 pytorch-lightning 1 cnn 1 pycocotools 1 mask-rcnn 1 faster-rcnn 1 effecientdet 1 computer-vision 1 coco-parser 1 coco-dataset 1 annotation-parsers 1 ai 1 style-transfer 1 fast-style-transfer 1 deep-style-transfer 1 image-to-image-translation 1 pruning 1 book 1 data-science 1 notebooks 1 julia 1 collaborative-filtering 1 darknet 1 darknet-image-classification 1 medical 1 r 1 tabular 1 text 1 vision 1 deeplearning 1 manifold-mixup 1 dicom 1 cyclegan 1 forecasting 1