Labs
All course labs are listed below. Labs will usually be scheduled during Friday class sessions and are intended to completed in the 50 minute time slot, although you may occasionally need extra time.
| Lab | Title | Date |
|---|---|---|
| CEVE 543 Fall 2025 Lab 1: Setup & Hello World | Julia Installation, GitHub Classroom Workflow, and Quarto Basics | Fri., Aug. 29 |
| CEVE 543 Fall 2025 Lab 2: Julia Data Handling | DataFrames.jl, Plotting with CairoMakie, TX precipitation datasets, Basic exploratory data analysis | Fri., Sep. 5 |
| CEVE 543 Fall 2025 Lab 3: GEV Inference | Estimating GEV parameters and characterizing uncertainty | Fri., Sep. 12 |
| CEVE 543 Fall 2025 Lab 4: Bayesian Rainfall Analysis | Iterative prior specification, Bayesian GEV workflow, Two-station comparison with ArviZ.jl | Fri., Sep. 19 |
| CEVE 543 Fall 2025 Lab 5: Regional vs Local Parameter Estimation | Single-station vs regional models, Trend estimation, Uncertainty quantification | Fri., Sep. 26 |
| CEVE 543 Fall 2025 Lab 6: Julia Climate Data Tools | YAXArrays.jl, NetCDF.jl, exploring CMIP6 data structure | Fri., Oct. 17 |
| CEVE 543 Fall 2025 Lab 7: Bias Correction Implementation | Delta method and quantile mapping for temperature bias correction | Fri., Oct. 24 |
| CEVE 543 Fall 2025 Lab 8: Weather Typing Implementation | K-means clustering for synoptic pattern classification | Fri., Oct. 31 |
| CEVE 543 Fall 2025 Lab 9: Weather Typing with Hidden Markov Models | Temporal clustering of synoptic patterns using HMMs | Fri., Nov. 7 |
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