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Create the cognoml package to implement an MVP API #51
Commits on Sep 19, 2016
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Commits on Sep 20, 2016
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Save output corresponding to hippo-input.json
From the `cognoml` directory, ran: ``` python analysis.py > ../data/api/hippo-output.json ```
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Export model information to JSON output
Also filter zero-variance features.
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Commits on Sep 21, 2016
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Return unselected observations
Unselected observations (samples in the dataset that were not selected by the user) are now returned. These observations receive predictions but are missing (-1 encoded) for fields such as `testing` and `status`. Sorted model parameters by key.
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Commits on Sep 26, 2016
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Commits on Sep 27, 2016
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Check whether pipeline has function before calling
Meant to address https://git.io/vPvtI
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Commits on Sep 30, 2016
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Commits on Oct 6, 2016
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Update for sklearn 0.18.0, Fix pipeline
Fix pipeline according to: scikit-learn/scikit-learn#7536 (comment) Extract selected feature names according to: scikit-learn/scikit-learn#7536 (comment)
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Merge branch 'master' into package
Used `git checkout --theirs` to resolve conflicts
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Commits on Oct 7, 2016
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Commits on Oct 10, 2016
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Commits on Oct 11, 2016
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Address @gwaygenomics review comments
Does not address "Lasso or Ridge only?"
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Grid search: optimize alpha not l1_ratio
Do not optimize `l1_ratio`. Instead use the default of 0.15. Search a denser grid for `alpha`. See cognoma#56
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