awesome-fastai
A curated list of awesome fastai projects/blog posts/tutorials/etc.
https://github.com/tmabraham/awesome-fastai
Last synced: 14 days ago
JSON representation
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Libraries
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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
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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
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Medical Imaging
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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
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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
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Kaggle Notebooks<a name="kaggle"></a>
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Other libraries
- Cassava classification - fastai starter
- Petfinder Pawpularity - fastai starter
- SETI ET Signal Detection - fastai starter
- Combined fastai tabular+vision notebook
- HuBMAP PyTorch/fast.ai starter
- fastai v2 Pipeline tutorial
- Creating a metadata DataFrame
- Some DICOM gotchas to be aware of
- DON'T see like a radiologist!
- Cleaning the data for rapid prototyping
- From prototyping to submission
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Articles
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Other libraries
- fastai: A Layered API for Deep Learning
- Pytorch to fastai, Bridging the Gap by Zach Mueller
- fastai and the New DataBlock API by Zach Mueller
- The Idea of a Transform by Zach Mueller
- Keypoint regression with heatmaps in fastai v2 by Elte Hupkes
- fastai models to torch.jit by Habib Bukhari
- Speeding Up fastai2 Inference - And A Few Things Learned by Zach Mueller
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Community
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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.
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Other links<a name="other"></a>
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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
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Github Repositories<a name="github"></a>
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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.
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Programming Languages
Categories
Sub Categories
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