ELI5 is a python library that gives the flexibility to debug and visualize different Machine Learning models using a single unified API. It provides in-built support for different Machine Learning frameworks and presents a unified way to explain black-box models.
Advantages of ELI5
It can call an already built function and give good results, which will be formatted also.
It also provides the ability to reuse the code between machine learning frameworks.
It can take care of lots of small differences and gotchas.
It can be used to inspect basic parameters of models and which can be used to figure out how the models work globally.
It can be used to check individual predictions of a single model, which further can be used to inspect the decisions made by the models.
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