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Author: Admin | 2025-04-28
LectureDate Lecture TopicsReadingsCoursework 1 MonJun 24 Introduction and Background Supervised vs Unsupervised learning (slides) ISL Ch 1-2ESL Ch 1-2 HW 0 (No due date) HW 1 (Due Jul 5) 2 WedJun 26 Classification & Clustering (slides) ISL Ch 2.2.3, 12.4 ESL Ch 6.6.3 Section FriJun 28 Probability, Statistics, and Linear Algebra review (slides) 3 MonJul 1 Linear Regression (slides) ISL Ch 3ESL Ch 3 4 WedJul 3 Finish Linear Regression & Classification (slides) ISL Ch 3-4ESL Ch 3 Section FriJul 5 No class HW 1 due @ 4:30PMHW 2 (Due Jul 15) 5 MonJul 8 Evaluation and Uncertainty (slides) ISL Ch 5ESL Ch 7, 8.8 6 WedJul 10 Model Selection & Regularization (slides) ISL Ch 6ESL Ch 18 Section FriJul 12 Midterm review (slides) 7 MonJul 15 Beyond linearity (slides) ISL Ch 6.4-7ESL Ch 5 HW 2 due @ 4:30PM WedJul 17 MIDTERM (practice exam) Time: 4:30 PM to 5:50 PM - Location: Packard 101. Section FriJul 19 No class HW 3 (Due Jul 29) 8 MonJul 22 Support Vector Machines (slides) ISL Ch 9ESL Ch 12.1-12.3 9 WedJul 24 Decision Trees & Random Forests (slides) ISL Ch 8ESL Ch 9.2,15 Section FriJul 26 No class 10 MonJul 29 Boosting (slides) ISL Ch 8.2ESL Ch 10 HW 3 due @ 4:30PMHW 4 (Due Aug 7) 11 WedJuly 31 Neural Networks (slides) ISL Ch 10ESL Ch 11 Section FriAug 2 Final project review 12 MonAug 5 An Introduction to Transformers (slides) Attention Is All You Need 13 WedAug 7 Survival Analysis (slides) ISL Ch 11 HW 4 due @ 4:30PM Section FriAug 9 Final exam review (slides) ESL Ch 11 Optional: Final report submission 14 MonAug 12 Final project discussion Final project (predictions) due @ 12:00AM WedAug 14 No class Final project (report) due @ 11:59PM SatAug 17 FINAL EXAM Time: 7:00 PM - 10:00 PM - Location: STLC111.
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