An implementation of logistic regression with MSE and Log-loss
It contains a comparison of mse, log-loss and scikit-learn's logistic regression models' accuracy scores. For final output, it gives the answers to the sample questions above according to the graph.
- What is the minimum MSE value for the first epoch?
- What is the minimum MSE value for the last epoch?
- What is the maximum Log-loss value for the first epoch?
- What is the maximum Log-loss value for the last epoch?
- Has the range of the MSE values expanded or narrowed? (expanded/narrowed)
- Has the range of the Log-loss values expanded or narrowed? (expanded/narrowed)
It is a really instructive project that contains various data science topics and models such as MSE, Log-loss, logistic regression, train_test_split, standard scaler and accuracy_score.