Auto-PyTorch
lightning-flash
Auto-PyTorch | lightning-flash | |
---|---|---|
4 | 2 | |
2,282 | 1,711 | |
1.0% | - | |
0.0 | 7.3 | |
25 days ago | 7 months ago | |
Python | Python | |
Apache License 2.0 | Apache License 2.0 |
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Auto-PyTorch
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[Project] AMLTK: A framework for building your own AutoML (AutoSklearn authors)
We took some of the lessons learned while building AutoSklearn and AutoPytorch, the good, the bad and the ugly and made a library that to enable the next generation of open-source AutoML tools, to allow them to be research-able but also efficient and scalable. We have some future plans and on-going work with this and we'd like to gather any feedback the community might have!
- What are sota hyperparameter optimization methods?
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A question for any AI programmers
Well it seems so, yes. Take a look here.
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What free AutoML library do you recommend?
For more information, you can checkout the github page AutoPytorch. Disclaimer: its under development and there can be potentially many undiscovered bugs which we will be happy to resolve as quick as possible. I recommend using the development branch which is a complete overhaul of the library from scratch.
lightning-flash
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A guide to starting PyTorch
Not faster to learn at all. Keras is more like learning Lightning Flash: https://github.com/PyTorchLightning/lightning-flash
- Lightning Flash: A collection of tasks for solving problems with deep learning
What are some alternatives?
auto-sklearn - Automated Machine Learning with scikit-learn
quaterion - Blazing fast framework for fine-tuning similarity learning models
autogluon - AutoGluon: AutoML for Image, Text, Time Series, and Tabular Data [Moved to: https://github.com/autogluon/autogluon]
tabular-dl-tabr - The implementation of "TabR: Unlocking the Power of Retrieval-Augmented Tabular Deep Learning"
carefree-learn - Deep Learning ❤️ PyTorch
yolov5 - YOLOv5 🚀 in PyTorch > ONNX > CoreML > TFLite
cleanrl - High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC, PPG)
torchmd - End-To-End Molecular Dynamics (MD) Engine using PyTorch
autogluon - Fast and Accurate ML in 3 Lines of Code
awesome-modular-pytorch-lightning - LightCollections⚡️: Ready-to-use implementations such as `LightningModules` for various computer vision papers.
sahi - Framework agnostic sliced/tiled inference + interactive ui + error analysis plots
Awesome-ComputerVision - Awesome-ComputerVision