Neuraxle
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Neuraxio
The world's cleanest AutoML library ✨ - Do hyperparameter tuning with the right pipeline abstractions to write clean deep learning production pipelines. Let your pipeline steps have hyperparameter sp...
Here is a unit test for what I have in mind: ``` a = SomeStep() b = SomeOtherStep() c = SomeOtherNewStep() p = a.chain_with(b) assert p.keys() == ["SomeStep", "SomeOtherStep"] p2...
**Is your feature request related to a problem? Please describe.** Meta-describing a pipeline from, say, a loaded configuration json would require to compose the objects back together. To do so,...
# Neuraxle Pull Request ## What it is My pull request does: Pull request prune's the Models other than the chosen one by the Automl pipeline. [492](https://github.com/Neuraxio/Neuraxle/issues/492) ## How it...
**Is your feature request related to a problem? Please describe.** An AutoML pipeline saved to disks could be huge. With ChooseOneStepOf, all of its contained steps are not always all...
**Is your feature request related to a problem? Please describe.** ExecutionContext instances are an important piece of Neuraxle framework. They keep services, an execution stack and various information about the...
**Is your feature request related to a problem? Please describe.** In certain applications, we may have mix-types data input (e,g, a mix of categorical and real data) which may even...
**Is your feature request related to a problem? Please describe.** Shorter hyperparameter getters with static IDE autocompletion. It would be cool to do `self.some_hyperparam` instead of `self.get_hyperparams()["some_hyperparam"]` to access params....
**Is your feature request related to a problem? Please describe.** Hyperparameters are sometime inversely correlated in score (e.g.: [learning rate v.s. batch size](https://research.fb.com/wp-content/uploads/2017/06/imagenet1kin1h5.pdf)). **Describe the solution you'd like** An SVD...
**Describe the bug** Sometimes we init using a class that is not our parent. We should not do this. **To Reproduce** See: https://app.codacy.com/gh/Neuraxio/Neuraxle/issues?&filters=W3siaWQiOiJMYW5ndWFnZSIsInZhbHVlcyI6W119LHsiaWQiOiJDYXRlZ29yeSIsInZhbHVlcyI6WyJDb2RlU3R5bGUiXX0seyJpZCI6IkxldmVsIiwidmFsdWVzIjpbXX0seyJpZCI6IlBhdHRlcm4iLCJ2YWx1ZXMiOlsiMTcxNCJdfSx7ImlkIjoiQXV0aG9yIiwidmFsdWVzIjpbXX1d **Expected behavior** Behavior looks OK but did...
Having hyperparameters in dictionaries is flexible, but it also limiting and error prone. It is hard to get an overview of which hyperparameters are available for a model, their names...
