Lecture slides and recordings for Biol 520C: Statistical modelling for biological data, 2023.

Background and Simple Linear Regression

Lecture 01 - Course Intro

Recording - 2024.

Recording - 2023.

Lecture 02 - Simple Linear Regression

Recording - 2024.

Recording - 2023.

Lecture 03 - Probability

Recording - 2024.

Recording - 2023.

Lecture 04 - Likelihood

Recording - 2024.

Recording - 2023.

Mulitple Linear Regression

Lecture 05 - Mulitple Linear Regression

Recording - 2024.

Recording - 2023.

Lecture 06 - Interpreting Residuals

Recording - 2024.

Recording - 2023.

Lecture 07 - Mixed Effects Models

Recording - 2024.

Recording - 2022 (There was a technical issue in 2023).

Lecture 08 - Model Selection

Recording - 2024.

Recording - 2023.

Lecture 09 - Model Selection and Model Averaging

Recording - 2024.

Recording - 2023.

Breaking the IID Assumption

Lecture 10 Dealing with Heteroskedasticity

Recording - 2024.

Recording - 2023.

Lecture 11 Autocorrelation 1: Temporal Autocorrelation

Recording - 2024.

Recording - 2023.

Lecture 12 Autocorrelation 2: Spatial Autocorrelation

Recording - 2024.

Recording - 2023.

Lecture 13 Autocorrelation 3: Phylogenetic Autocorrelation

Recording - 2024.

Recording - 2023.

Breaking the Gaussian Assumption

Lecture 14 Generalised Linear Models 1: Intro to GLMs and Modelling Count Data

Recording - 2024.

Lecture 15 Generalised Linear Models 2: Modelling Binary and Proportional Data

Recording - 2024.

Non-linearity and Stochastic Simulation

Lecture 16 Stochastic Simulation and Power Analysis

Recording - 2024.

Lecture 17 Deterministic functions for Modelling Biological Data

Recording - 2024.