Hands-on Machine Learning ========================= In this unit we introduce the field of Machine Learning (ML) and develop the first set of techniques for supervised learning. We will explore key ML concepts, including supervised classification, linear regression, nearest neighbor, logistic regression, and decision trees, with a focus on ML considerations and evaluation in life science applications. .. toctree:: :maxdepth: 1 ml_intro linear_regression linear_classification model_quality knn decision_tree_and_random_forest log_regression_and_NB data_standardization_and_pipelines