YoVDO

The Role of Convexity in Data-Driven Decision-Making

Offered By: GERAD Research Center via YouTube

Tags

Data-Driven Decision Making Courses Convexity Courses Computational Statistics Courses Distributionally Robust Optimization Courses

Course Description

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Explore the intersection of convexity and data-driven decision-making in this hour-long seminar presented by Peyman Mohajerin Esfahani from Delft University of Technology. Delve into a general class of data-driven decision-making problems, examining various terminologies and research questions that arise in this field. Learn about distributionally robust optimization as a decision mechanism for mapping data to decisions. Gain insights into three crucial aspects: computation, statistics, and real-time implementation, with a focus on how convexity can enhance each area. Pay special attention to real-time implementation and its connection to Online Optimization. This GERAD Research Center's ISS Informal Systems Seminar offers a comprehensive look at the role of convexity in shaping modern data-driven decision-making processes.

Syllabus

The Role of Convexity in Data-Driven Decision-Making, Peyman Mohajerin Esfahani


Taught by

GERAD Research Center

Related Courses

Introduction to Bayesian Statistics
Databricks via Coursera
Probability via Computation - Week 4
The Julia Programming Language via YouTube
On the Unreasonable Effectiveness of Compressive Imaging - Ben Adcock, Simon Fraser University
Alan Turing Institute via YouTube
The Mother of All Representer Theorems for Inverse Problems and Machine Learning - Michael Unser
Alan Turing Institute via YouTube
Affine Spline Insights into Deep Learning - Richard Baraniuk, Rice University
Alan Turing Institute via YouTube