YoVDO

On Finding Modes of Gaussian Sum-Product Networks

Offered By: Simons Institute via YouTube

Tags

Probabilistic Circuits Courses Machine Learning Courses Probability Distributions Courses

Course Description

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Explore the challenges and tractability of finding modes in Probabilistic Circuits, with a focus on Gaussian Sum-Product Networks, in this 45-minute lecture by Denis Maua from the University of Sao Paulo. Delve into the importance of finding high probability modes in probability distributions for machine learning tasks like structured prediction. Examine the motivation behind finding multiple relevant modes, including analyzing model robustness and producing diverse representative solutions. Gain insights into the limited progress in finding and analyzing modes of non-deterministic Probabilistic Circuits, and understand the significance of this topic in the field of Probabilistic Circuits and Logic.

Syllabus

On Finding Modes of Gaussian Sum-Product Networks


Taught by

Simons Institute

Related Courses

機率 (Probability)
National Taiwan University via Coursera
Einführung in die Wahrscheinlichkeitstheorie
Johannes Gutenberg University Mainz via iversity
Probabilidad básica
Universidad Politécnica de Cartagena via Miríadax
Probability And Statistics
Indian Institute of Technology, Kharagpur via Swayam
Modeling Risk and Realities
University of Pennsylvania via Coursera