Model Based Optimization

preview_player
Показать описание
Robert Fourer of AMPL Optimization discusses model-based vs. method-based approaches to large scale mathematical optimization.

For model-based approaches Bob then contrasts modeling languages againsts general programming languages, and then discusses declarative vs. executable approaches to modeling.

AMPL Resources:


~
  1. AMPL Optimization
  2. AMPL
  3. Optimization
  4. A Modeling Language for Mathematical Programming
  5. Algebraic Modeling Language
  6. Linear Optimization
Рекомендации по теме
Surrogate Modeling: Enhancing 0:05:09

Surrogate Modeling: Enhancing Analysis and Optimization through Efficient Approximations

Hyperparameter Optimization - 0:09:51

Hyperparameter Optimization - The Math of Intelligence #7

Offline Reinforcement Learning 0:33:56

Offline Reinforcement Learning and Model-Based Optimization

Surrogate modeling and 1:30:23

Surrogate modeling and Bayesian optimization (Part 2)

Adding Optimization to 1:01:14

Adding Optimization to Apps: AMPL's Model-Based Approach to Fast Development & Reliable Dep...

Machine Learning and 0:20:21

Machine Learning and Dynamic Optimization Course

Model-Based Optimization of 0:25:27

Model-Based Optimization of a Combustion System With Machine Learning

Sampling (Surrogate-Based Optimization 0:34:36

Sampling (Surrogate-Based Optimization I)

ORPO: The Latest 0:05:50

ORPO: The Latest LLM Fine-tuning Method | A Quick Tutorial using Hugging Face

MOPO: Model-Based Offline 0:37:44

MOPO: Model-Based Offline Policy Optimization

A Taxi Order 0:03:08

A Taxi Order Dispatch Model based On Combinatorial Optimization

[Paper Summary] The 0:03:00

[Paper Summary] The Importance of Hyperparameter Optimization for Model-based Reinforcement Learning

Bayesian Optimization - 0:18:00

Bayesian Optimization - Math and Algorithm Explained

339 - Surrogate 0:31:38

339 - Surrogate Optimization explained using simple python code

Michael Kagan: Generative 1:08:36

Michael Kagan: Generative Model Based Design Optimization and Unfolding

09 Gradient-Based Optimization 0:10:52

09 Gradient-Based Optimization in ML & Deep Learning

Siemens NX - 0:10:09

Siemens NX - Model Based Design - Optimization Tips & Tricks- Part 2

Bayesian Optimization and 0:57:39

Bayesian Optimization and Related Sample-Efficient Methods I PyData Chicago Meetup 2022

Constrained optimization introduction 0:06:29

Constrained optimization introduction

What is the 0:01:59

What is the Ant Colony Optimization Algorithm?

Constrained Optimization: Intuition 0:10:49

Constrained Optimization: Intuition behind the Lagrangian

All Machine Learning 0:05:01

All Machine Learning Models Explained in 5 Minutes | Types of ML Models Basics

Simulation-Based Optimization for 0:58:20

Simulation-Based Optimization for Plant Design and Operation

Neural Network Optimization 0:09:09

Neural Network Optimization Key Concepts|How to optimize your neural network