Separate core algorithm logic from exareme3 #549
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Implement Estimator, Result, Splitter interfaces. Add UNION logic in the aggregator. Add preprocessing logic, and add the dummy encoder as OneHotEncoder. Implement LinearRegression with cross validation using the new flow.
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Convert logistic_regression_cv.py to use the new cross validation and federated logistic as well.
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