Statistics 154 / 254: Statistical machine learning

UC Berkeley, Fall 2026

Calendar (tentative)
Date Day Note Unit Topic Assignment
Aug 27 Thursday Lecture Course policies
Aug 31 Monday Lab Python review
Sep 1 Tuesday Lecture Unit 0: Introduction and review
Sep 3 Thursday Lecture HW 0
Sep 7 Monday Administrative holiday
Sep 8 Tuesday Lecture Unit 1: Regression
Sep 10 Thursday Lecture Quiz 0
Sep 14 Monday Lab Challenge 1
Sep 15 Tuesday Lecture
Sep 16 Wednesday Add / drop deadline
Sep 17 Thursday Lecture
Sep 21 Monday Lab Challenge 1
Sep 22 Tuesday Lecture Unit 2: Classification
Sep 24 Thursday Lecture HW 1
Sep 28 Monday Lab Challenge 1
Sep 29 Tuesday Lecture
Oct 1 Thursday Lecture Quiz 1
Oct 5 Monday Lab Reading 1
Oct 6 Tuesday Lecture Unit 3: Risk and Complexity
Oct 8 Thursday Lecture HW 2
Oct 12 Monday Lab Challenge 2
Oct 13 Tuesday Lecture
Oct 15 Thursday Lecture Quiz 2
Oct 19 Monday Lab Challenge 2
Oct 20 Tuesday Lecture
Oct 22 Thursday Lecture
Oct 26 Monday Lab Challenge 2
Oct 27 Tuesday Lecture Unit 4: Trees and weak learners
Oct 29 Thursday Lecture HW 3
Nov 2 Monday Lab Reading 2
Nov 3 Tuesday Lecture
Nov 5 Thursday Lecture Quiz 3
Nov 9 Monday Lab Challenge 3
Nov 10 Tuesday Lecture
Nov 11 Wednesday Administrative holiday
Nov 12 Thursday Lecture
Nov 16 Monday Lab Challenge 3
Nov 17 Tuesday Lecture Unit 5: Neural networks and optimization
Nov 19 Thursday Lecture HW 4
Nov 23 Monday Lab Challenge 3
Nov 24 Tuesday Lecture
Nov 25 Wednesday Thanksgiving
Nov 26 Thursday Thanksgiving
Nov 27 Friday Thanksgiving
Nov 30 Monday Lab Reading 3
Dec 1 Tuesday Lecture Quiz 4
Dec 3 Thursday Lecture Class review HW 5