Programming for EngineersCovers programming concepts using MATLAB, C, and LabVIEW for engineering projects, including a billiards game analysis.
Dimensionality ReductionIntroduces artificial neural networks and explores various dimensionality reduction techniques like PCA, LDA, Kernel PCA, and t-SNE.
Air Pollution Data AnalysisCovers the analysis of air pollution data, focusing on R basics, visualizing time series, and creating summaries of pollutant concentrations.
Programming for EngineersCovers programming basics for engineers, emphasizing MATLAB, C, and LabVIEW tools for project development.
Financial Time Series AnalysisCovers stylized facts of asset returns, summary statistics, testing for normality, Q-Q plots, and efficient market hypothesis.