Weekly Schedule - Spring 2024

Weekly Schedule - Spring 2024#

Week #

Dates

Monday

Wednesday

Week 01

Jan 08, 10

Course intro; Python recap
[Setup] [Lab 0]

Probability theory & random variables
[Reading 1] [Lab 1]

Week 02

Jan 15, 17

MLK Day

Summary statistics
[Reading 2] [Lab 2]

Week 03

Jan 22, 24

Classical inference I
[Reading 3] [Lab 3]

Classical inference II
[Reading 4] [Lab 4]

Week 04

Jan 29, 31

Monte Carlo; importance sampling
[Reading 5] [Lab 5]

Stochastic processes
[Reading 6] [Lab 6]

Week 05

Feb 05, 07

The Ising model
[Reading 7] [Lab 7]

MCMC Algorithms and Considerations
[Reading 8] [Lab 8]

Week 06

Feb 12, 14

Bayesian Analysis
[Reading 9] [Lab 9]

MCMC Inference
[Reading 10] [Lab 10]

Week 07

Feb 19, 21

Presidents Day

Mock exam

Week 08

Feb 26, 28

Review of statistical inference

Mock exam presentation

Mar 4, 6

Spring Break

Spring Break

Week 09

Mar 11, 13

Introduction to Machine Learning
[Reading 11] [Lab 11]

Supervised: Regression I
[Reading 12] [Lab 12]

Week 10

Mar 18, 20

Supervised: Regression II
[Reading 13][Lab 13]

Final project pre-presentation

Week 11

Mar 25, 27

Supervised: Classification I
[Reading 14][Lab 14]

Supervised: Classification II
[Reading 15][Lab 15]

Week 12

Apr 01, 03

Supervised: Classification III
[Reading 16][Lab 16]

Unsupervised: Clustering
[Reading 17][Lab 17]

Week 13

Apr 08, 10

Unsupervised: Dimensionality Reduction
[Reading 18][Lab 18]

Review of Machine Learning Methods

Week 14

Apr 15, 17

Final project presentation

Final project presentation

Week 15

Apr 22, 24

What did we miss?

Reading Day