Bayesian Machine Learning for Optimization in Python
INTERACTIVE COURSE

Bayesian Machine Learning for Optimization in Python

Intermediate

32 Lessons

8h

Certificate of Completion

AI Explanations
AI Explanations
Bayesian Machine Learning for Optimization in Python
1 Project
3 Assessments
49 Playgrounds
48 Illustrations

Takeaway Skills

An understanding of Bayes’ theorem and its applications

Familiarity with the core components of Bayesian machine learning and its application to optimization

Hands-on experience tuning hyperparameters using Bayesian optimization

The ability to attain optimized solutions for complex problems using Bayesian statistics

Familiarity with core components of the Dragonfly framework for scalable Bayesian optimization

Course Overview

Bayesian optimization allows developers to leverage Bayesian inference and statistical modeling to efficiently search for the optimal solution in a high-dimensional space. Starting with the fundamentals of statistics and Bayesian statistics, you’ll explore different concepts of machine learning and its applications in software engineering. Next, you’ll discover different strategies for optimizations. Through practical examples and hands-on exercises, you’ll gain proficiency in implementing Bayesian optimi...Show More

Course Content

COURSE AUTHOR

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