Decision Trees: ClassificationExplores decision trees for classification, entropy, information gain, one-hot encoding, hyperparameter optimization, and random forests.
Introduction to Applied Data AnalysisIntroduces the Applied Data Analysis course at EPFL, covering a broad range of data analysis topics and emphasizing continuous learning in data science.
Introduction to Data ScienceIntroduces the basics of data science, covering decision trees, machine learning advancements, and deep reinforcement learning.
Air Pollution Data AnalysisCovers the analysis of air pollution data, focusing on R basics, visualizing time series, and creating summaries of pollutant concentrations.