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A Hands-On Introduction to Multi-Objective Optimization

PyCon US via YouTube

Overview

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This hands-on tutorial introduces Pareto fronts for optimizing multiple objectives, including conflicting ones. Learners apply the method in Python notebooks to a knapsack problem and consider its advantages, limitations, and applicability.

Syllabus

Introduction
MultiObjective Optimization
Objectives
About Me
Agenda Parts
Welcome Motivation
Play Button
Google Collab
Summary
Part 1 Challenge
Part 2 Challenge
Quick Summary
Application
Deep
Notebook
Notebook Setup
Deep Setup
Custom Functions
Knapsack Problem
Visualization
Final Result
Hack
Motivation
Case Studies
Case Study 1
Decision Space Animation
Data Science Example
Machine Learning Example
Summarize

Taught by

PyCon US

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