UCSB CS / ECE Research Mentorship Program, connect with labs, PhD, and professor for research opportunities Apply Now
ACM Intern Applications now open! Want to get more involved in ACM? Apply Here!
  • Courses
  • ECE
  • ECE 186

    • Probabilistic Machine Learning . ECE 186

    An introductory course to topics in machine learning studied from a probability theory viewpoint. Covers an overview of basic probability, inference and estimation, regression algorithms, Markov chains, inference for Markov models and the EM algorithm, Markov decision process, and reinforcement learning. In addition to covering mathematical and algorithmic details, the course includes several hands-on projects to implement the machine learning algorithms.

    + Add to schedule
    Prerequisites: ECE 139 or PSTAT 120A or equivalent.

    4

    Units

    Letter

    Grading

    1, 2, 3

    Passtime

    None

    Level Limit

    Engineering

    College
    These majors only ee cmpen
    Instructors
    PEDARSANI R
    No info found
    Lecture
    PHELP2516
    M W
    15:30 PM - 16:45 PM
    20 / 50
    Enrollment Trends
    Past Enrollment Trends (1)
    Winter 2025 . Pedarsani R
    GIRV 2112
    M W
    15:30 PM - 16:45 PM
    Grading Trends (1)
    ECE 186 Pedarsani R Winter 2025 Total: 29
    Other ECE 186 Offerings
    See All
    ECE 186
    0 / 60 Enrolled
    Probabilistic Machine Learning
    Ramtin Pedarsani 4.0
    M W
    15:30 PM - 16:45 PM
    You Might Also Like
    ECE 183
    2 / 16 Enrolled
    Nonlinear Phenomena
    Bouwmeester D
    T R
    14:00 PM - 15:15 PM
    ECE 184
    22 / 50 Enrolled
    Introduction to Video Game Development
    Sen P
    M W
    12:00 PM - 13:50 PM
    ECE 188C
    17 / 75 Enrolled
    Senior Electrical Engineering Project
    Ben-Yaacov I, Manjunath B S
    M W
    12:30 PM - 13:45 PM
    ECE 188C
    0 / 75 Enrolled
    Senior Electrical Engineering Project
    Ilan Ben-Yaacov 3.9
    M W
    12:30 PM - 13:45 PM
    ECE 189C
    19 / 55 Enrolled
    Senior Computer Systems Project
    Isukapalli Y
    T R
    09:30 AM - 10:45 AM
    ECE 192
    0 / 5 Enrolled
    Projects in Electrical and Computer Engineering
    T B A