What are some classification techniques in scikit-learn?

What are some classification techniques in scikit-learn?

Scikit-learn offers several classification techniques, including Logistic Regression, Decision Trees, and Support Vector Machines.

Can you explain how Logistic Regression works?

Logistic Regression is a statistical method for predicting binary classes. It uses a logistic function to model the probability of a class.

What about Decision Trees? How do they differ from Logistic Regression?

Decision Trees split the data into branches based on feature values, making them more interpretable than Logistic Regression.

Are there any ensemble methods in scikit-learn?

Yes, scikit-learn includes ensemble methods like Random Forests and Gradient Boosting, which combine multiple models for better accuracy.