Statistics Ninja

Flying wingsuit up out of C-130 2023-10-29

Matrix and vector notation

20 Model Selection in Supervised Learning

17 Nested ANOVA

25 Classification Neural Networks as Extensions of Logistic Regression

19 Validation of Logistic Regression Models

Raster maps in ggplot

Python: normal distribution

Topic modeling: Correlated Topic Models and Latent Dirichlet Allocation

Applied Spatial Data Analysis with R - 8.3 Non-geostatistical Interpolation Methods

6 Measures of Central Tendency

Python: regression case study with polynomial regression and LASSO

26 Robust Regression Techniques

Imputation methods in mice

Python: introduction to statistical modeling

Item Response Theory - Differential Item Functioning

3 ARIMA Models - 3.9 Multiplicative Seasonal ARIMA Models

Fundamentals of Biostatistics - Rosner - Categorical Data Analysis

Working with sf geospatial geometries in R

Exploring missing values with the mice package

Python: categorical data analysis

3 ARIMA Models - 3.1.3 Autoregressive Moving Average Models

Python factor analysis with FactorAnalyzer

Applied Spatial Data Analysis with R - 8.6 Kriging, Filtering, Smoothing