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optimization routines for hyperparameter tuning

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this is my function wich need to be maximized ` def performance_lr(x_train, y_train, x_test, y_test, penalty=None, tol=None, C=None, intercept_scaling=None, solver=None): def mapper(f, breakpoint=[], cat=[]): return cat[bisect(breakpoint, f)] penalty=mapper(penalty, breakpoint=[0.25, 0.5,...

Following the example from: https://optunity.readthedocs.io/en/latest/notebooks/notebooks/sklearn-automated-classification.html# I receive this assert: ``` Traceback (most recent call last): File "./test.py", line 57, in @optunity.cross_validated(x=data, y=labels, num_folds=5) File "/x/x/x/x/venv/lib/python3.8/site-packages/optunity/cross_validation.py", line 484, in cross_validated assert...

I have installed OptUnity on Win 10 64 bit and have Anaconda Python 3 and MATLAB R2015a. The example MATLAB script optunity_example in wrappers/matlab hangs. I traced it to expected...

bug
MATLAB

After following the installation procedure as defined on the Optunity website, I get the below error when running optunity_example.m: /usr/bin/python.exe: Error while finding module specification for 'optunity.standalone' (ModuleNotFoundError: No module...

Hello, In the example with SVR [sklearn-svr notebook](https://optunity.readthedocs.io/en/latest/notebooks/notebooks/sklearn-svr.html) I encountered an error while running the code of the section [determining-the-kernel-family-during-tuning "compute_mse_all_tuned" function](https://optunity.readthedocs.io/en/latest/notebooks/notebooks/sklearn-svr.html#determining-the-kernel-family-during-tuning) ![dict_filter_issue](https://user-images.githubusercontent.com/40615350/108618756-d2532b80-744a-11eb-9119-159ffd0673dc.png) I did manage to solve this by...

In notebook http://optunity.readthedocs.org/en/latest/notebooks/notebooks/sklearn-automated-classification.html?highlight=forest, there is an example how to use optunity with scikit-learn for RandomForestClassifier: Scikit-learn classifiers require integer values for some parameters, but optunity always return floats. In your...

enhancement
Python

I didn' t found any example on it. Can you provide some example?

Python
documentation

Hello, I would really like to test this library so i can use it on my research, however, I am not even able to get the Sample code from Git...

I have been trying to install optunity for R on my Windows 10 pc, but am not sure I understand the instruction found in the library documentation. To be more...

I am training a ML model, where instead of pushing the data in a whole, I wanted to give data step by step. So, like saving weights in Deep learning...