Experimentation for Engineers: From A/B Testing to Bayesian Optimization Sweet David
Optimize the performance of your systems with practical experiments used by engineers in the world's most competitive industries.In Experimentation for Engineers: From A/B testing to Bayesian…
Specifikacia Experimentation for Engineers: From A/B Testing to Bayesian Optimization Sweet David
Optimize the performance of your systems with practical experiments used by engineers in the world's most competitive industries.In Experimentation for Engineers: From A/B testing to Bayesian optimization you will learn how to:Design, run, and analyze an A/B testBreak the "feedback loops" caused by periodic retraining of ML modelsIncrease experimentation rate with multi-armed banditsTune multiple parameters experimentally with Bayesian optimizationClearly define business metrics used for decision-makingIdentify and avoid the common pitfalls of experimentationExperimentation for Engineers: From A/B testing to Bayesian optimization is a toolbox of techniques for evaluating new features and fine-tuning parameters. You'll start with a deep dive into methods like A/B testing, and then graduate to advanced techniques used to