Schedule

Event

Date

Description

Course Material
Due

02/19/2024 20:29
Monday

Project Proposal
Exam

04/01/2024 05:00
Monday

Midterm (Tentative Date)
Lecture

01/13/2025
Monday

Course Introduction and Logistics
Assignment

01/13/2025
Monday

Problem set #0 - Linear Algebra and Calculus

[Problem set #0 - Linear Algebra and Calculus]
Lecture

01/20/2025
Monday

Data, Modeling, and Inference
Lecture

01/20/2025
Monday

Introduction to Supervised Learning
Lecture

01/20/2025
Monday

Introduction to Deep Learning
Due

01/26/2025 23:59
Sunday

Problem Set #0 due
Assignment

01/28/2025
Tuesday

Problem set #1 - Regression in Empirical Laws

[Problem set #1 - Regression in Empirical Laws]
Lecture

02/04/2025
Tuesday

Time Series Analysis
Due

02/04/2025 23:59
Tuesday

Problem Set #1 due
Lecture

02/05/2025
Wednesday

Modeling the World with Differential Equations
Assignment

02/12/2025
Wednesday

Problem Set #2 - Deep Learning and Time Series Analysis

[Problem Set #2 - Deep Learning and Time Series Analysis]
Assignment

02/12/2025
Wednesday

Problem Set #3 - Differential Equations and Probabilistic Modeling

[Problem Set #3 - Differential Equations and Probabilistic Modeling]
Due

02/24/2025 23:59
Monday

Problem Set #2 due
Lecture

03/01/2025
Saturday

Symbolic Identification of Differential Equations from Data
Lecture

03/06/2025
Thursday

Residual Minimization & Physics Informed Neural Networks
Due

03/09/2025 23:59
Sunday

Problem Set #3 due