Introduction to Data ScienceIntroduces the basics of data science, covering decision trees, machine learning advancements, and deep reinforcement learning.
Water Consumption in GenevaExplores water consumption data in Geneva, including charts on consumption and losses, available datasets, and data processing phases.
Data Wrangling with HadoopCovers data wrangling techniques using Hadoop, focusing on row versus column-oriented databases, popular storage formats, and HBase-Hive integration.
Statistical Signal ProcessingCovers Gaussian Mixture Models, Denoising, Data Classification, and Spike Sorting using Principal Component Analysis.
Macrofinance Models AnalysisCovers macroeconomic models incorporating financial markets, analyzing financial decisions, macroeconomic events, and policy responses.
Turbulence: Numerical Flow SimulationExplores turbulence characteristics, simulation methods, and modeling challenges, providing guidelines for choosing and validating turbulence models.