What is the Rails framework of the Machine Learning world?

12 points by sergio102305 ↗ HN
Rails is famous for being easy to get started. With scaffolding, helpers and the fantastic ActiveRecord library you can put things together in no time. Is there a high level Machine Learning framework in the spirit of Rails?

3 comments

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Tensorflow & Keras would be the closest analogy
I would say tensorflow is the anthesis of "convention over configuration" rails is lauded for! w/ TF relative to most frameworks, you have to configure all the boilerplate!

If you're looking for a higher-level approach a lot of the community likes sci-kit which has lots of nice defaults for popular models.

Here are some that I use Shedding Light on Black Box Machine Learning Algorithms: Development of an Axiomatic Framework to Assess the Quality of Methods that Explain Individual Predictions https://arxiv.org/abs/1808.05054

Manifold: A Model-Agnostic Framework for Interpretation and Diagnosis of Machine Learning Models https://arxiv.org/abs/1808.00196

Neither are for Deep Learnng or Neural Networks