Class Central is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

YouTube

Large Language Models to Enhance Bayesian Optimization

AutoML Seminars via YouTube

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Learn about LLAMBO, a novel approach integrating Large Language Models with Bayesian optimization, in this 31-minute AutoML seminar presented by Tennison Liu and Nicolas Astorga. Discover how framing Bayesian optimization problems in natural language allows LLMs to propose and evaluate solutions based on historical data. Explore the effectiveness of zero-shot warmstarting and how LLAMBO enhances surrogate modeling and candidate sampling, particularly during early search phases with limited observations. Examine empirical evidence demonstrating LLAMBO's performance in hyperparameter tuning across various benchmarks, proprietary, and synthetic tasks.

Syllabus

Large Language Models to Enhance Bayesian Optimization

Taught by

AutoML Seminars

Reviews

Start your review of Large Language Models to Enhance Bayesian Optimization

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.