Statistical Signal ProcessingCovers Gaussian Mixture Models, Denoising, Data Classification, and Spike Sorting using Principal Component Analysis.
Spectral Estimation MethodsExplores parametric spectrum estimation methods, including line and smooth spectra, and delves into heart rate variability analysis.
Air Pollution AnalysisExplores air pollution analysis using wind data, probability distributions, and trajectory models for air quality assessment.
Introduction to LabVIEWCovers the basics of LabVIEW, including its importance, history, functions, and tools available.
Clustering & Density EstimationCovers dimensionality reduction, clustering, and density estimation techniques, including PCA, K-means, GMM, and Mean Shift.
Maximum Likelihood InferenceExplores maximum likelihood inference, comparing models based on likelihood ratios and demonstrating with a coin example.