auto-sklearn
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Automated Machine Learning with scikit-learn
### Is there a way to rebuild an auto sklearn pipeline after I have imported the params dictionary from the ._cv_results_ into a csv file? My objective is to get...
# Short Question Description I really need the functionality to directly generate pure sklearn code. I saw once there's a function called `to_sklearn` in https://github.com/automl/auto-sklearn/pull/1375 . Is it available now?...
Whilst fitting a model with AutoSklearn2Classifier, I run into this problem: `FileNotFoundError Traceback (most recent call last) [](https://localhost:8080/#) in 3 from autosklearn.experimental.askl2 import AutoSklearn2Classifier 4 ----> 5 cls = autosklearn.experimental.askl2.AutoSklearn2Classifier(time_left_for_this_task=16200,...
## Describe the bug ## When adding NoPreprocessing component to auto-sklearn, the lassoregression can run successfully, while the abessregression crashed, both lassoregression and abessregression are written by my own, and...
# Short Question Description I've downloaded auto-sklearn 0.15.0, and have been reading the paper on version 2.0, but I can't find a regressor -- is it just the autosklearn.regression.AutoSklearnRegressor? Or...
Hello, scikit-learn 0.20 provides more consistent outlier detection API. https://speakerdeck.com/albertcthomas/anomaly-detection-in-scikit-learn-ongoing-work-and-future-developments - covariance.EllipticEnvelope - svm.OneClassSVM - ensemble.IsolationForest - neighbors.LocalOutlierFactor So I want an estimator that fits all outlier detection models like...
I think adding an integration/tutorial and the right documentation of the [framework](https://github.com/ploomber/sklearn-evaluation) can go a long way. Usually when using auto-sklearn you'd get the final model/estimator, and then you'll check...
How can one get back the values of categorical variables from a fitted model? Let's say that I have a model where one of the features is a categorical variable,...
I want to use my own metric, but I get a lot of troubles during implementing this. Many of them the are related to each other. So, I hope I...
Hello Auto-sklearn team, ## Describe the bug ## AutoSklearn2Classifier with y-variable of type multilabel-indicator erroring with component sgd. Demonstrated below with example data. ## To Reproduce ## Steps to reproduce...