Bayesian Optimization Courses and Certifications

Hyperparameter Optimization for Machine Learning

434 ratings at Udemy

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

• Udemy
• 10 hours
• On-Demand
• Paid Course

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

Abhishek Thakur

Hyperparameter Optimization - This Tutorial Is All You Need

Explore various hyperparameter optimization techniques including Grid Search, Random Search, Bayesian Optimization, Hyperopt, and Optuna to fine-tune models and optimize functions effectively.

• YouTube
• 1 hour
• 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

Databricks

Ray - A Framework for Scaling and Distributing Python and ML Applications

Learn to scale Python and ML applications with Ray, a distributed framework for efficient compute-intensive workloads. Explore architecture, core concepts, and practical applications through XGBoost demo.

• YouTube
• 1 hour 11 minutes
• On-Demand
• Free Video

Alan Turing Institute

Machine Learning and Data Science for Medicine - A Vision, Some Progress and Opportunities

Explore machine learning and data science applications in medicine, focusing on AutoPrognosis - an automated system for creating tailored, interpretable, and accurate prognostic models for various diseases.

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

Launchpad

Deep Bayesian Bandits - Exploring in Online Personalized Recommendations

Explore online personalized recommendations using Deep Bayesian Bandits. Learn about UCB, Thompson Sampling, and innovative approaches like bootstrapping and dropout methods for effective exploration strategies.

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

Meta

Product Optimization with Adaptive Experimentation at Facebook

Discover adaptive experimentation: AI-powered testing for product optimization. Learn concepts, applications, and open-source tools like Ax and botorch to enhance products, infrastructure, and marketing campaigns.

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

Devoxx

Continuous Optimization of Microservices Using Machine Learning

Explore Bayesian optimization for continuous performance tuning of microservices, addressing challenges in data centers and improving resource utilization through machine learning techniques.

• YouTube
• 1 hour 1 minute
• On-Demand
• Conference Talk

Linux Plumbers Conference

Linux Kernel Autotuning for Optimal Performance

Automated solution for optimizing Linux kernel parameters using machine learning, focusing on memory management. Explores design, architecture, and results, proposing future in-kernel ML framework.

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

Fields Institute

Safe and Efficient Exploration in Reinforcement Learning

Explore safe and efficient reinforcement learning techniques for real-world applications, including Bayesian optimization, confidence bounds, and meta-learning for improved performance and safety.

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

International Centre for Theoretical Sciences

A Deep Generative Model for Molecular Graphs by Niloy Ganguly

Explores a deep generative model for molecular graphs using variational autoencoders, discussing its design, properties, and applications in drug discovery and molecule optimization.

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

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

Devoxx

Performance Tuning Twitter Services with Graal and Machine Learning

Explore Twitter's performance optimization using Graal and machine learning, focusing on autotuning inlining parameters to reduce datacenter costs and improve efficiency.

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

Alan Turing Institute

Introduction to Machine Learning - Professor Zoubin Ghahramani, Cambridge University

Comprehensive overview of machine learning fundamentals by renowned expert, covering statistical approaches, Bayesian methods, deep learning, and automated data analysis techniques.

• YouTube
• 2 hours 44 minutes
• On-Demand
• Free Video