Bayesian Optimization Courses and Certifications

Center for Language & Speech Processing(CLSP), JHU

Better Science Through Better Bayesian Computation - 2015

Explore Bayesian computation for data analysis in science and engineering. Learn about Bayesian optimization and scalable Markov chain Monte Carlo techniques for improved hypothesis testing and decision-making.

• YouTube
• 1 hour 12 minutes
• On-Demand
• Free Video

Finnish Center for Artificial Intelligence FCAI

Empirical Design of Experiments with AI in Materials and Process Development

Discover how AI-driven experimental design revolutionizes R&D across industries, from materials development to process optimization, with practical insights from industry experts and Bayesian optimization techniques.

• YouTube
• 25 minutes
• On-Demand
• Free Video

Automated Performance Tuning with Bayesian Optimization

Explore automated performance tuning using Bayesian optimization for efficient resource management in large-scale microservice architectures, focusing on JVM optimization and continuous improvement.

• YouTube
• 41 minutes
• On-Demand
• Conference Talk

Institute for Pure & Applied Mathematics (IPAM)

Assisting 4D-STEM Data Processing by Machine Learning and Bayesian Optimization

Explore machine learning and Bayesian optimization techniques for processing 4D-STEM data, enhancing efficiency in materials analysis and electron ptychography reconstruction.

• YouTube
• 53 minutes
• On-Demand
• Free Video

Galileo Galilei Institute

Efficient Cosmological Model Selection with Bayesian Optimization

Explore Bayesian optimization techniques for efficient cosmological model selection, enhancing understanding of the universe's structure and evolution.

• YouTube
• 1 hour
• On-Demand
• Free Video

AutoML Seminars

Hyperband-based Bayesian Optimization for Efficient Black-box Prompt Selection

Discover HbBoPs framework combining Gaussian process surrogates with Hyperband for sample-efficient black-box prompt selection in large language models across API-only settings.

• YouTube
• 48 minutes
• On-Demand
• Free Video

APS Physics

Decision Making in Automated Experiments - From Bandits and Bayesian Optimization to Reinforcement Learning and Stochastic Optimization

Explore decision-making algorithms for automated experiments, covering bandits, Bayesian optimization, reinforcement learning, and stochastic methods with expert insights.

• YouTube
• 1 hour 4 minutes
• On-Demand
• Free Video

Hyperparameter Optimization for Machine Learning

843 ratings at Udemy

Learn grid and random search, Bayesian optimization, multi-fidelity models, Optuna, Hyperopt, Scikit-Optimize & more.

• Udemy
• 9 hours 25 minutes
• On-Demand
• Paid Course

Coursera

Hyperparameter Tuning with Keras Tuner

70 ratings at Coursera

Learn to optimize Keras models using Keras Tuner, exploring algorithms like Random Search and Bayesian Optimization to automate hyperparameter tuning for improved machine learning performance.

• Coursera
• 1 hour 20 minutes
• On-Demand
• Paid Course

Packt

Foundations of Model Optimization and Deep Learning

Master model optimization and CNNs through hyperparameter tuning, regularization techniques, and hands-on image classification projects using Keras, TensorFlow, and PyTorch.

• Coursera
• 7 hours 7 minutes
• On-Demand
• Paid Course

Data Science Festival

Supply Path Optimization: A Bayesian Approach to Take Rate Estimation

Explore Bayesian approaches to bid shading and supply path optimization in programmatic advertising, enhancing pricing strategies and ROI for more effective real-time bidding campaigns.

• YouTube
• 16 minutes
• On-Demand
• Free Video

USENIX

Bayesian Code Diffusion for Efficient Automatic Deep Learning Program Optimization

Discover how Bayesian code diffusion accelerates deep learning compiler auto-tuning by efficiently searching optimal program code through iterative diffusion, achieving up to 3.31× speedup.

• YouTube
• 17 minutes
• On-Demand
• Free Video

International Centre for Theoretical Sciences

Bayesian Theory, Cost Function, Minimization, and Incremental Optimization in Data Assimilation

Explore data assimilation in weather and climate models, covering theory, methods, and applications. Gain hands-on experience with various techniques and their use in atmospheric and oceanic studies.

• YouTube
• 1 hour 18 minutes
• On-Demand
• Free Video

AutoML Seminars

Multi-objective Bayesian Optimization with Heuristic Objectives for Biomedical and Molecular Data Analysis Workflows

Discover advanced Bayesian optimization techniques for biomedical data analysis, focusing on multi-objective approaches with heuristic objectives in unsupervised bioinformatics workflows.

• YouTube
• 42 minutes
• On-Demand
• Free Video

Learn industry-standard techniques for hyperparameter tuning in machine learning, including Grid Search, Random Search, Bayesian Optimization, and Genetic Algorithms to improve model performance.

• Codecademy
• 1 hour
• On-Demand
• Free Trial Available