Earth - Stats and Data Analysis
Explore a comprehensive 7-hour video series on statistics and data analysis from the University of California, Santa Cruz's EART125 class. Dive into fundamental concepts like central tendency, data dispersion, and confidence intervals. Master various statistical testing procedures, including t-tests, F-tests, ANOVA, and non-parametric tests. Learn about categorical data analysis, correlation techniques, and regression models. Advance to more complex topics such as MANOVA, linear mixed effects models, resampling methods, and principal component analysis. Gain practical skills in time series analysis, statistical power, and specialized regression techniques for count data. Equip yourself with a comprehensive toolkit for statistical analysis across diverse scientific disciplines.