FelixNeutatz

Adversarial evasion attacks on regression

5

Dear all, I am a big fan of this library! Unfortunately, I am missing support for adversarial attacks on regression models. It seems that you already support regression: https://adversarial-robustness-toolbox.readthedocs.io/en/latest/modules/estimators/regression.html However,...

Question about constraints

1

Hi everybody, I have a question about this line https://github.com/EmuKit/emukit/blob/9f6763f8a0b689b0cd05b64dbdbe27ba6d7953c3/integration_tests/emukit/bayesian_optimization/test_unknown_constraints_bayesian_optimization.py#L14 If I have a constraint x

[Question] Extending AutoSklearn for ML model constraints

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Hi everybody, I am currently trying to extend AutoSklearn to support ML model constraints, such as model size, inference time, and training time. My idea is to adjust the loss...

Dask Parallelization not resource efficient when the aquisition function evalutions are the bottleneck

3

Dear all, I wrote a CustomRandomForest class that augments the hyperparameters with additional metadata features. The computation of the metadata features requires some computation. Therefore, the evaluation of the acquisition...

Dear all, I would like to extend the question that was raised in the Issue https://github.com/tensorflow/privacy/issues/136 I would like to know how much worse is it to run a standard...

Dear all, I am really excited about this library. I wanted to try it out with a standard model, such as [BoostedTreesClassifier](https://www.tensorflow.org/api_docs/python/tf/estimator/BoostedTreesClassifier). Is there any way to change the underlying...

[Question] Cross validation and Ensembling

5

Dear all, I am wondering how greedy ensembling is implemented for cross-validation. I couldn't really find it in the code. Can anybody give me a hint? My idea of how...

[Question] automl.show_models() "'sklearn_classifier': None"

2

Hi everybody, I printed the ensemble models and got the following output: ``` automl = AutoSklearn2Classifier() automl.fit(X_train_hold, y_train_hold, feat_type=feat_type) print(automl.show_models()) >> {5: { 'model_id': 5, 'rank': 1, 'cost': 0.4498021750477469, 'ensemble_weight':...

Deadlock

1

Hi everybody, lately, I run into deadlocks with AutoSklearn where it just does not end running. When I cancel it, I get the following exception. It looks like it is...