PHOTONAI -- A Python API for Rapid Machine Learning Model Development
PLoS ONE (PLOS ONE), 2020
- LM&MA
Abstract
PHOTONAI is a high-level Python API designed to simplify and accelerate machine learning model development. It offers a unified framework to access existing machine learning implementations and build custom machine learning pipelines. Importantly, it is open to user-designed algorithms in every part of the model construction and evaluation process. In addition, it extends existing solutions with novel pipeline construction functionality, automates the repetitive training, hyperparameter optimization and evaluation workflow according to user's choices and provides a convenient visualization tool for rapid model peformance assessment. Source code is available on Github, while examples and documentation can be found at photon-ai.com.
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