Items related to Experimentation for Engineers: From A/B Testing to...
Synopsis
Optimise the performance of your systems with practical experiments used by engineers in the world's most competitive industries.
Experimentation for Engineers: From A/B testing to Bayesian optimization 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.
You will learn how to:
- Design, run, and analyse an A/B test
- Break the "feedback loops" caused by periodic retraining of ML models
- Increase experimentation rate with multi-armed bandits
- Tune multiple parameters experimentally with Bayesian optimisation
- Clearly define business metrics used for decision-making
- Identify and avoid the common pitfalls of experimentation
By the time you're done, you will be able to seamlessly deploy experiments in production, whilst avoiding common pitfalls.
About the technology
Does 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.
"synopsis" may belong to another edition of this title.
About the Author
David Sweet has worked as a quantitative trader at GETCO and a machine learning engineer at Instagram. He teaches in the AI and Data Science Master's programmes at Yeshiva University.
From the Back Cover
Learn how to evaluate the changes you make to your system and ensure that your testing does not undermine revenue or other business metrics.
Experimentation for Engineers: From A/B testing to Bayesian optimization delivers a toolbox of processes for optimising software systems. From learning the limits of A/B testing to advanced experimentation strategies involving machine learning and probabilistic methods, this practical guide will help you master the skills. It will also help you minimise the costs of experimentation and will quickly reveal which approaches and features deliver the best business results.
What's inside
- Design, run, and analyse an A/B test
- Break the "feedback loops" caused by periodic retraining of ML models
- Increase experimentation rate with multi-armed bandits
- Tune multiple parameters experimentally with Bayesian optimisation
About the reader
For ML and software engineers looking to extract the most value from their systems. Examples are found in Python and NumPy.
"About this title" may belong to another edition of this title.
Search results for Experimentation for Engineers: From A/B Testing to...
Stock Image
Experimentation for Engineers: From A/B testing to Bayesian optimization
Seller: HPB-Red, Dallas, TX, U.S.A.
Seller rating 5 out of 5 stars
paperback. Condition: Good. Connecting readers with great books since 1972! Used textbooks may not include companion materials such as access codes, etc. May have some wear or writing/highlighting. We ship orders daily and Customer Service is our top priority! Seller Inventory # S_480469393
Seller Image
Experimentation for Engineers : From A/B Testing to Bayesian Optimization
Seller: GreatBookPrices, Columbia, MD, U.S.A.
Seller rating 5 out of 5 stars
Condition: As New. Unread book in perfect condition. Seller Inventory # 44427707
Seller Image
Experimentation for Engineers : From A/B Testing to Bayesian Optimization
Seller: GreatBookPrices, Columbia, MD, U.S.A.
Seller rating 5 out of 5 stars
Condition: New. Seller Inventory # 44427707-n
Stock Image
Tuning Up Format: Paperback
Seller: INDOO, Avenel, NJ, U.S.A.
Seller rating 5 out of 5 stars
Condition: As New. Unread copy in mint condition. Seller Inventory # SS9781617298158
Stock Image
Tuning Up Format: Paperback
Seller: INDOO, Avenel, NJ, U.S.A.
Seller rating 5 out of 5 stars
Condition: New. Seller Inventory # 9781617298158
Stock Image
Experimentation for Engineers: From A/B testing to Bayesian optimization
Seller: thebookforest.com, San Rafael, CA, U.S.A.
Seller rating 4 out of 5 stars
Condition: New. New. Seller Inventory # BAYX-00103
Seller Image
Experimentation for Engineers
Published by
Manning Publications, US, 2023
ISBN 10: 1617298158
ISBN 13: 9781617298158
New
Hardcover
Seller: Rarewaves USA, HEBRON, KY, U.S.A.
Seller rating 5 out of 5 stars
Hardback. Condition: New. Optimise the performance of your systems with practical experiments used by engineers in the world's most competitive industries. Experimentation for Engineers: From A/B testing to Bayesian optimization 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. You will learn how to: Design, run, and analyse 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 optimisationClearly define business metrics used for decision-makingIdentify and avoid the common pitfalls of experimentation By the time you're done, you will be able to seamlessly deploy experiments in production, whilst avoiding common pitfalls. About the technology Does 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. Seller Inventory # LU-9781617298158
Stock Image
Experimentation for Engineers
Seller: PBShop.store UK, Fairford, GLOS, United Kingdom
Seller rating 5 out of 5 stars
HRD. Condition: New. New Book. Shipped from UK. Established seller since 2000. Seller Inventory # PB-9781617298158
Buy New
£ 40.40
£ 5.02 shipping
Ships from United Kingdom to U.S.A.
Ships from United Kingdom to U.S.A.
Quantity: 10 available
Stock Image
Experimentation for Engineers: From A/B Testing to Bayesian Optimization
Seller: medimops, Berlin, Germany
Seller rating 5 out of 5 stars
Condition: very good. Gut/Very good: Buch bzw. Schutzumschlag mit wenigen Gebrauchsspuren an Einband, Schutzumschlag oder Seiten. / Describes a book or dust jacket that does show some signs of wear on either the binding, dust jacket or pages. Seller Inventory # M01617298158-V
Seller Image
Experimentation for Engineers (Hardcover)
Published by
Manning Publications, New York, 2023
ISBN 10: 1617298158
ISBN 13: 9781617298158
New
Hardcover
Seller: Grand Eagle Retail, Bensenville, IL, U.S.A.
Seller rating 5 out of 5 stars
Hardcover. Condition: new. Hardcover. Optimise the performance of your systems with practical experiments used by engineers in the world's most competitive industries. Experimentation for Engineers: From A/B testing to Bayesian optimization 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. You will learn how to: Design, run, and analyse 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 optimisationClearly define business metrics used for decision-makingIdentify and avoid the common pitfalls of experimentation By the time you're done, you will be able to seamlessly deploy experiments in production, whilst avoiding common pitfalls. About the technology Does 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. Experimentation 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. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Seller Inventory # 9781617298158