{"product_id":"9781617298158-experimentation-for-engineers","title":"Experimentation for Engineers","description":"\u003cmeta content=\"text\/html; charset=utf-8\" http-equiv=\"Content-Type\"\u003e\u003cp\u003e\u003cspan\u003eExperimentation for Engineers: From A\/B testing to Bayesian optimization is a toolbox to help you take a deep dive into methods like A\/B testing. With sophisticated experimentation practices developed in the world's most competitive industries, the book will help you enhance machine learning systems, software applications, and quantitative trading solutions.\u003cbr\u003eOptimise the performance of your systems with practical experiments used by engineers in the world's most competitive industries. \u003cp\u003e\u003cstrong\u003eExperimentation for Engineers: From A\/B testing to Bayesian optimization\u003c\/strong\u003e is a toolbox of techniques for evaluating new features and fine-tuning parameters. You will start with a deep dive into methods like A\/B testing and then graduate to advanced techniques used to measure performance in industries such as finance and social media.\u003c\/p\u003e \u003cp\u003eYou will learn how to:\u003c\/p\u003e \u003cul\u003e\n\u003cli\u003eDesign, run, and analyse an A\/B test\u003c\/li\u003e\n\u003cli\u003eBreak the \"feedback loops\" caused by periodic retraining of ML models\u003c\/li\u003e\n\u003cli\u003eIncrease experimentation rate with multi-armed bandits\u003c\/li\u003e\n\u003cli\u003eTune multiple parameters experimentally with Bayesian optimisation\u003c\/li\u003e\n\u003cli\u003eClearly define business metrics used for decision-making\u003c\/li\u003e\n\u003cli\u003eIdentify and avoid the common pitfalls of experimentation\u003c\/li\u003e\n\u003c\/ul\u003e \u003cp\u003eBy the time you're done, you will be able to seamlessly deploy experiments in production, whilst avoiding common pitfalls.\u003c\/p\u003e About the technology \u003cp\u003eDoes my software really work? Did my changes make things better or worse? Should I trade features for performance? Experimentation is the only way to answer questions like these. This unique book reveals sophisticated experimentation practices developed and proven in the world's most competitive industries and will help you enhance machine learning systems, software applications, and quantitative trading solutions.\u003c\/p\u003e\n\u003cbr\u003e\u003cbr\u003e\u003c\/span\u003e\u003c\/p\u003e","brand":"Rarewaves","offers":[{"title":"Default Title","offer_id":40868906795105,"sku":"9781617298158","price":65.51,"currency_code":"GBP","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0092\/7504\/8033\/files\/stand_32500446.jpg?v=1737652841","url":"https:\/\/www.rarewaves.com\/products\/9781617298158-experimentation-for-engineers","provider":"Rarewaves.com","version":"1.0","type":"link"}