dataloop-ai / Automl
Licence: mit
ZazuML - easy AutoML for Object Detection
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This is an easy to use open-source AutoML framework for object detection. This project contains an architecture search + hyper-parameter search + augmentations search, as well as trial manager. Create an ML Pipeline taylor made for simple integration into your project or code.
Algorithms
| Augmentations Search | Hyper-Parameter Search | Architecture Search |
|---|---|---|
|
|
|
Super EASY to use!
Why ZazuML?
You might be building an ML pipeline to avoid model performance degeneration, or maybe you're just too busy to download, debug, and tune your own model. Either way, you shouldn't be focusing your efforts on simple things like detection. There is a entire world out there waiting for you to explore, try your hand at trajectory prediction or action recognition and let ZazuML free you up from all the boring, tedious stuff.
- Get started with Quick Start
- Read up on Configuring ZazuML
- Launch ZazuML remotely
- Take a look Under The Hood
- Customize by adding your own models
TO DO
- Increase search space.
- NAS to replace some of the HP search.
- Intelligent Losses to replace some of the HP search.
Want to contribute
If you're interested in becoming a collaborator or just have some questions, feel free to join our slack community.
References
Some of the code was inspired by keras-tuner
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