fastai

E701495

fastai is a high-level deep learning library built on top of PyTorch that simplifies training and deploying state-of-the-art machine learning models.

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Predicate Object
instanceOf Python library
deep learning library
open-source software
basedOn PyTorch NERFINISHED
developer Jeremy Howard NERFINISHED
Sylvain Gugger NERFINISHED
fast.ai NERFINISHED
documentation https://docs.fast.ai
feature GPU acceleration via PyTorch
built-in data augmentation
callbacks system
data block API
high-level API over PyTorch
learning rate finder
metrics and logging utilities
mixed-precision training
one-cycle training policy
transfer learning utilities
hasSubmodule fastai.collab
fastai.tabular NERFINISHED
fastai.text NERFINISHED
fastai.vision NERFINISHED
integratesWith Jupyter Notebook NERFINISHED
PyTorch ecosystem NERFINISHED
license Apache License 2.0
maintainer fast.ai organization NERFINISHED
programmingLanguage Python
purpose simplify deployment of deep learning models
simplify training of deep learning models
relatedTo Practical Deep Learning for Coders NERFINISHED
fastai course
repository https://github.com/fastai/fastai
supportsModel convolutional neural networks
matrix factorization models
recurrent neural networks
tabular neural networks
transformer models
supportsPlatform Linux
Windows
macOS
supportsTask collaborative filtering
computer vision
natural language processing
tabular data modeling
time series modeling
usedFor educational purposes in deep learning courses
rapid prototyping of deep learning models

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