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The Top 23 Machine Learning Data Augmentation Open Source Projects

Open source projects categorized as Machine Learning Data Augmentation
Categories > Data Processing > Data Augmentation
Categories > Machine Learning > Machine Learning
Snorkel ⭐ 5,692
A system for quickly generating training data with weak supervision
dependent packages 9total releases 21most recent commit 2 months agopypi snorkel} Downloads
Dali ⭐ 4,770
A GPU-accelerated library containing highly optimized building blocks and an execution engine for data processing to accelerate deep learning training and inference applications.
dependent packages 4total releases 19most recent commit 3 months agopypi nvidia-dali-cuda110} Downloads
Nlpaug ⭐ 3,825
Data augmentation for NLP
dependent packages 29total releases 37most recent commit a year agopypi nlpaug} Downloads
Face.evolve ⭐ 3,074
🔥🔥High-Performance Face Recognition Library on PaddlePaddle & PyTorch🔥🔥
most recent commit a year ago
Textattack ⭐ 2,597
TextAttack 🐙 is a Python framework for adversarial attacks, data augmentation, and model training in NLP https://textattack.readthedocs.io/en/master/
dependent packages 5total releases 46most recent commit 4 months agopypi textattack} Downloads
Torchio ⭐ 1,904
Medical imaging toolkit for deep learning
dependent packages 29total releases 245most recent commit 3 months agopypi torchio} Downloads
Audiomentations ⭐ 1,605
A Python library for audio data augmentation. Inspired by albumentations. Useful for machine learning.
dependent packages 5total releases 37most recent commit 3 months agopypi audiomentations} Downloads
Data Augmentation Review ⭐ 1,499
List of useful data augmentation resources. You will find here some not common techniques, libraries, links to GitHub repos, papers, and others.
most recent commit 6 months ago
Fastdup ⭐ 1,313
fastdup is a powerful free tool designed to rapidly extract valuable insights from your image & video datasets. Assisting you to increase your dataset images & labels quality and reduce your data operations costs at an unparalleled scale.
total releases 284most recent commit 3 months ago
Awesome Graph Self Supervised Learning ⭐ 1,194
Awesome Graph Self-Supervised Learning
most recent commit 4 months ago
Torch Audiomentations ⭐ 823
Fast audio data augmentation in PyTorch. Inspired by audiomentations. Useful for deep learning.
dependent packages 3total releases 14most recent commit 4 months agopypi torch-audiomentations} Downloads
Mobilepose ⭐ 622
Light-weight Single Person Pose Estimator
most recent commit 3 months ago
Dataaug4nlp ⭐ 595
Collection of papers and resources for data augmentation for NLP.
most recent commit 2 years ago
Openmixup ⭐ 538
CAIRI Supervised, Semi- and Self-Supervised Visual Representation Learning Toolbox and Benchmark
total releases 1most recent commit 3 months ago
Deltapy ⭐ 411
DeltaPy - Tabular Data Augmentation (by @firmai)
total releases 11most recent commit 2 years ago
Pba ⭐ 400
Efficient Learning of Augmentation Policy Schedules
most recent commit 4 years ago
Image_augmentor ⭐ 366
Data augmentation tool for images
most recent commit 2 years ago
Tensorlayer Tricks ⭐ 351
How to use TensorLayer
most recent commit 6 years ago
Mixtext ⭐ 342
MixText: Linguistically-Informed Interpolation of Hidden Space for Semi-Supervised Text Classification
most recent commit 4 years ago
Synthcity ⭐ 292
A library for generating and evaluating synthetic tabular data for privacy, fairness and data augmentation.
most recent commit 4 months ago
Augraphy ⭐ 258
Augmentation pipeline for rendering synthetic paper printing, faxing, scanning and copy machine processes
total releases 24most recent commit 4 months ago
Scaper ⭐ 192
A library for soundscape synthesis and augmentation
dependent packages 1total releases 37most recent commit 3 years agopypi scaper} Downloads
Muda ⭐ 182
A library for augmenting annotated audio data
dependent packages 1total releases 12most recent commit 3 years agopypi muda} Downloads
The 10 Most Depended On Machine Learning Data Augmentation Open Source Projects
Nlpaug ⭐ 3,825
Data augmentation for NLP
dependent packages 29total releases 37latest release July 07, 2022most recent commit a year agopypi nlpaug} Downloads
Torchio ⭐ 1,904
Medical imaging toolkit for deep learning
dependent packages 29total releases 245latest release November 24, 2023most recent commit 3 months agopypi torchio} Downloads
Snorkel ⭐ 5,692
A system for quickly generating training data with weak supervision
dependent packages 9total releases 21latest release July 29, 2022most recent commit 2 months agopypi snorkel} Downloads
Audiomentations ⭐ 1,605
A Python library for audio data augmentation. Inspired by albumentations. Useful for machine learning.
dependent packages 5total releases 37latest release November 24, 2023most recent commit 3 months agopypi audiomentations} Downloads
Torch Audiomentations ⭐ 823
Fast audio data augmentation in PyTorch. Inspired by audiomentations. Useful for deep learning.
dependent packages 3total releases 14latest release June 29, 2022most recent commit 4 months agopypi torch-audiomentations} Downloads
Scaper ⭐ 192
A library for soundscape synthesis and augmentation
dependent packages 1total releases 37latest release July 22, 2018most recent commit 3 years agopypi scaper} Downloads
Synthia ⭐ 22
📈 🐍 Multidimensional synthetic data generation with Copula and fPCA models in Python
dependent packages 1total releases 6latest release September 01, 2021most recent commit 2 years agopypi synthia} Downloads
Muda ⭐ 182
A library for augmenting annotated audio data
dependent packages 1total releases 12latest release November 15, 2019most recent commit 3 years agopypi muda} Downloads
The 10 Latest Releases In Machine Learning Data Augmentation Open Source Projects
Audiomentations ⭐ 1,605
A Python library for audio data augmentation. Inspired by albumentations. Useful for machine learning.
dependent packages 5total releases 37latest release November 24, 2023most recent commit 3 months agopypi audiomentations} Downloads
Torchio ⭐ 1,904
Medical imaging toolkit for deep learning
dependent packages 29total releases 245latest release November 24, 2023most recent commit 3 months agopypi torchio} Downloads
Tsgm ⭐ 60
Generative modeling of synthetic time series data and time series augmentations
total releases 3latest release September 28, 2023most recent commit 4 months ago
Sotastream ⭐ 18
A library for data streaming and augmentation
total releases 2latest release August 29, 2023most recent commit 5 months ago
Openmixup ⭐ 538
CAIRI Supervised, Semi- and Self-Supervised Visual Representation Learning Toolbox and Benchmark
total releases 1latest release December 22, 2022most recent commit 3 months ago
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