This page contains a schedule of the topics, content, and assignments for the semester. This schedule will be updated as necessary over the course of the semester to accommodate logistics and to adapt to student needs.
Date
Title
Module
Category
Mon., Aug. 21
Welcome to CEVE 543!!
1
Lecture
Wed., Aug. 23
What drives uncertain climate hazard?
1
Lecture
Fri., Aug. 25
Setting up Julia, GitHub, and Quarto
1
Lecture
Fri., Aug. 25
Lab 01
1
Lab
Mon., Aug. 28
Fundamentals of probability distributions and statistics
1
Lecture
Wed., Aug. 30
Marginal, conditional, and joint distributions
1
Lecture
Fri., Sep. 1
Lab 02
1
Lab
Mon., Sep. 4
No Class – Labor Day
Wed., Sep. 6
Likelihood and maximum likelihood estimation
1
Lecture
Fri., Sep. 8
Lab 03
1
Lab
Mon., Sep. 11
Parametric uncertainty and Monte Carlo
1
Lecture
Wed., Sep. 13
Bayesian statistics and computation
1
Lecture
Fri., Sep. 15
Lab 04
1
Lab
Mon., Sep. 18
No Class
Wed., Sep. 20
Module I Review
1
Fri., Sep. 22
Module I Exam
1
Mon., Sep. 25
Module 2 motivation: downscaling
2
Lecture
Wed., Sep. 27
In-class workshop
Fri., Sep. 29
Module 1 reflection
1
Lecture
Mon., Oct. 2
Lab 05
2
Lab
Wed., Oct. 4
Generalized Linear Models
2
Lecture
Fri., Oct. 6
Intro to Machine Learning
2
Lecture
Mon., Oct. 9
No Class – Fall Break
Wed., Oct. 11
Principal Components Analysis (PCA)
2
Lecture
Fri., Oct. 13
Lab 06
2
Lab
Wed., Oct. 18
Random Forest Models
2
Lecture
Fri., Oct. 20
Hyperparameter tuning
2
Lecture
Mon., Oct. 23
Project Workshop
2
Wed., Oct. 25
Module II Review
2
Fri., Oct. 27
Module II Exam
2
Mon., Oct. 30
Intro to Frequency Analysis
3
Lecture
Wed., Nov. 1
Extreme Value Statistics
3
Lecture
Fri., Nov. 3
Lab 07
3
Lab
Mon., Nov. 6
Extreme Value Theory and Models
3
Lecture
Wed., Nov. 8
Nonstationary GEV
3
Lecture
Mon., Nov. 13
Regionalization and Spatial Pooling
3
Lecture
Wed., Nov. 15
Quantitative and Graphical Model Selection
3
Planned
Fri., Nov. 17
Lab 08: \(K\) -Means Clustering
3
Lab
Mon., Nov. 20
TBD
3
Lecture
Wed., Nov. 22
No Class – Thanksgiving Week
Fri., Nov. 24
No Class – Thanksgiving Week
Mon., Nov. 27
Project Workshop
3
Planned
Wed., Nov. 29
Module III Review
3
Planned
Fri., Dec. 1
Module III Exam
3
Planned
Fri., Dec. 1
Additional Resources
3
Resources
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