Assignments

Problem Set 6: Unsupervised Learning

Released: 2025-10-17 • Due: 2025-10-23

Unsupervised learning: k-means, PCA, autoencoders and others

Open

Problem Set 5: Project Proposal and Progress

Released: 2025-10-09 • Due: 2025-10-16

Project proposal and progress

Open

Problem Set 4: Neural Network Basics

Released: 2025-10-02 • Due: 2025-10-06

Deep Learning Basics

Open Solution

Problem Set 3: Data Exploration

Released: 2025-09-26 • Due: 2025-10-01

Data Exploration

Open

Problem Set 2: Logistic Regression and Classification

Released: 2025-09-17 • Due: 2025-09-22

Project pre-proposal, logistic regression, normal equation, MLE

Open

Problem Set 1: Linear Regression

Released: 2025-09-09 • Due: 2025-09-14

Linear regression, Kaggle competition, Learning with LLMs, weather data exploration

Open Solution

Problem Set 0: Review and Chatting with LLMs

Released: 2025-08-29 • Due: 2025-09-07

Calculus and linear algebra review. Chatting with LLMs.

Open Solution