DSC 140A – Probabilistic Modeling and Machine Learning


This Week

Conclusion

Redemption Exams on Saturday, Mar 18

Lecture 17 — Boosting

  • 🎞️ Slides (Prof. Eldridge)
  • 🎞️ Slides (Prof. Aoi)

Homework 9

Was due Wednesday, Mar 22 at 23:59 PM

Discussion 7

Week 9

Decision Trees

Midterm 02 on Thursday, Mar 09

Lecture 16 — Decision Trees

  • 🎞️ Slides (Prof. Eldridge)
  • 🎞️ Slides (Prof. Aoi)

Discussion 6

Week 8

Naive Bayes

Lecture 14 — Naive Bayes

Lecture 15 — Regression (Probabilistic View)

Homework 8

Was due Wednesday, Mar 08 at 23:59 PM

Week 7

Parametric Density Estimation

Lecture 12 — Maximum Likelihood

Lecture 13 — Multivariate Gaussians

Homework 7

Was due Wednesday, Mar 01 at 23:59 PM

Discussion 5

Week 6

Probabilistic Models

Lecture 10 — Bayes Decision Theory

Lecture 11 — Density Estimation

Homework 6

Was due Wednesday, Feb 22 at 23:59 PM

Discussion 4

Week 5

Neural Networks

Midterm 01 on Thursday, Feb 09

Lecture 9 — Neural Networks

Homework 5

Was due Wednesday, Feb 15 at 23:59 PM

Week 4

Regularization and Kernels

Lecture 7 — Regularization

Lecture 8 — Kernels

Homework 4

Was due Wednesday, Feb 08 at 23:59 PM

Discussion 3

Week 3

SVMs

Lecture 5 — Stochastic Gradient Descent and Convexity

Lecture 6 — SVMs

Homework 3

Was due Wednesday, Feb 01 at 23:59 PM

Discussion 2

Week 2

Linear Models

Lecture 3 — Least Squares Regression and Perceptrons

Lecture 4 — Gradient Descent

Homework 2

Was due Wednesday, Jan 25 at 23:59 PM

Discussion 1

Week 1

Introduction

Welcome to DSC 140A!

Here is how to get started:

  • Read the syllabus.
  • Join our Campuswire message board and Gradescope with the email invitations you received earlier this week. If you didn't receive emails, you can use access code 6ZE5Z6 for Gradescope and code 0691 for Campuswire.
  • The first lectures are on Tuesday, January 10 at the following times and places:
    • Prof. Justin Eldridge: 3:30 PM in PCYNH 122.
    • Prof. Mikio Aoi: 12:30 PM in CENTR 216.
  • The first discussions are at the following times and places
    • Prof. Justin Eldridge: Thursday, January 19 at 6:30 PM in CSB 002.
    • Prof. Mikio Aoi: Wednesday, January 18 at 1:00 PM in CENTR 214.

See you in lecture!

Lecture 1 — Introduction

Lecture 2 — Linear Predictors

Lab 1

Was due Sunday, Jan 15 at 23:59 PM

Homework 1

Was due Wednesday, Jan 18 at 23:59 PM