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.
Machine Learning BasicsIntroduces the basics of machine learning, covering supervised and unsupervised learning, linear regression, and data understanding.
Data Science FundamentalsCovers the fundamentals of data science, emphasizing breadth over depth and practical application in machine learning and data analysis.
Air Pollution Data AnalysisCovers the analysis of air pollution data, focusing on R basics, visualizing time series, and creating summaries of pollutant concentrations.