| 1 |
Jan 17 |
M(1) The Golem of Prague (18 pages)
Slides Lecture 1
|
Lecture 1: The Golem of Prague (0:41 hours)
|
|
History of R (16:07 mins)
Optional: R Introduction/Tutorial
|
Questions Ch1 |
Assignment Week 1
Solutions: Exercise Week 1
|
Information on quizzes |
| 2 |
Jan 24 |
M(2) Small worlds and large worlds (21 pages)
M(3) Sampling the imaginary (23 pages)
Slides Lecture 2 (M 2 & 3)
|
Lecture 2: Bayesian Inference (1:13 hours)
|
|
R data types (1) (9:26 mins)
R data types (2) (9:45 mins)
|
Questions Ch 2 & 3 |
Exercise 2
Solutions: Exercise Week 2
|
Quiz |
| 3 |
Jan 31 |
M(4) Geocentric Models (55 pages)
Slides Lecture 3
Slides Lecture 4
|
Lecture 3: Geocentric Models (1:22 hours)
Lecture 4: Categories, Curves & Splines (1:17 hours)
Good Explanation of Splines
|
|
R data types (3) (11:51 mins)
Subsetting (1) (7:01 mins)
|
Questions Ch 4 |
Exercise 3
Solutions: Exercise Week 3
|
Quiz |
| 4 |
Feb 7 |
No new readings this week
|
|
Binomial Likelihood
Code: Likelihood Function core code
Video: Likelihood Function core code
|
Subsetting (2) (10:18 mins)
Vectorization (3:46 mins)
|
Questions |
Exercise 4
Solutions: Exercise Week 4
|
Quiz |
| 5 |
Feb 14 |
M(5) The many variables & the spurious waffles (39 pages)
Slides Lecture 5
|
Lecture 5: Elemental Confounds (1:09 hours)
|
Code: Likelihood and linear regression
Video: Likelihood and linear regression
|
Reading and Writing (1) (12:55 mins)
Reading and Writing (2) (9:30 mins)
|
Questions Ch 5
|
Exercise 5
Solutions: Exercise Week 5
|
No Quiz |
| 6 |
Feb 21 |
M(6) The haunted DAG and the causal terror (31 pages)
Slides Lecture 6
|
Lecture 6: Good and Bad Controls (1:28 hours)
|
Code: DAG examples
Video: DAG examples
|
Control Structures (1) (7:10 mins)
Control Structures (2) (8:11 mins)
|
Questions Ch 6 |
Exercise 6
Solutions: Exercise Week 6
|
Quiz |
| 7 |
Feb 28 |
M(7) Ulysses' compass (47 pages)
Slides Lecture 7
|
Lecture 7: Overfitting; (1:13 hours)
|
Code: Model Selection
Video: Model Selection
|
Writing first function (10:29 mins)
Functions (1) (9:17 mins)
|
Questions Ch 7 |
Exercise 7
Solutions: Exercise Week 7
|
Quiz |
| 8 |
Mar 7 |
M(8) Conditional manatees (27 pages)
|
Lecture 8: Markov Chain Monte Carlo (1:19 hours)
|
Code: Posterior Estimation
Video: Posterior Estimation
|
Functions (2) (7:13 mins)
Scoping rules (1) (10:32 mins)
|
Questions Ch 8 |
Exercise 8
Solutions: Exercise Week 8
|
Quiz |
|
Mar 14 |
Spring Break |
| 9 |
Mar 21 |
M(9) Markov Chain Monte Carlo (37 pages)
Slides Lecture 8
|
Lecture 9: Modeling Events (1:11 hours)
|
Code: Metropolis-Hastings
Video: Metropolis-Hastings
|
Scoping rules (2) (8:34 mins)
Scoping rules (3) (9:21 mins)
|
Questions Ch 9 |
Exercise 9
Solutions: Exercise Week 9
|
Quiz |
| 10 |
Mar 28 |
No new readings this week
|
|
Code: Interactions
Video: Interactions
|
Coding standards (8:59 mins)
Dates and times (10:29 mins)
|
Discussion Questions |
No new Exercise
|
Quiz |
| 11 |
Apr 4 |
M(10) Big entropy and the generalized linear model (25 pages)
Slides Lecture 9
|
Lecture 10: Counts & Confounds (1:15 hours)
|
|
Coding standards (8:59 mins)
Dates and times (10:29 mins)
|
Questions Ch 10 |
No Exercise for chapter 10 |
No Quiz |
| 12 |
Apr 11 |
M(11) God spiked the integers (47 pages)
Slides Lecture 10
|
Lecture 11: Ordered Categories (1:21 hours)
|
Code: Poisson Regression
Video: Poisson Regression
|
lapply (9:23 mins)
apply (7:21 mins)
|
Questions Ch 11 |
Exercise 11
Solutions: Exercise Week 11
|
Quiz |
| 13 |
Apr 18 |
M(12) Monsters and mixtures (31 pages)
Slides Lecture 11
|
Lecture 12: Multilevel Models (1:06 hours)
|
|
mapply (4:46 mins)
tapply (3:17 mins)
split (9:09 mins)
|
Questions Ch 12 |
Exercise 12
Solutions: Exercise Week 12
|
Quiz |
| 14 |
Apr 25 |
M(13) Models with memory (32 pages)
Slides Lecture 12
Slides Lecture 13
|
Lecture 13: Multi-Multilevel Models (1:02 hours)
Lecture 14: Correlated Varying Effects (1:12 hours)
|
|
Debugging (1) (12:33 mins)
Debugging (2) (6:25 mins)
Debugging (3) (8:21 mins)
|
Questions Ch 13 |
Exercise 13
Solutions: Exercise Week 13
|
Quiz |
| 15 |
May 2 |
No new readings this week.
|
|
|
|
|
|
Quiz |
| 16 |
May 11 |
Link to Final Exam: due by 1:15 pm 11 May 2023 |