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Experimentation for Engineers

Af: David Sweet Engelsk Hardback

Experimentation for Engineers

Af: David Sweet Engelsk Hardback
Tjek vores konkurrenters priser

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.

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Tjek vores konkurrenters priser
Normalpris
kr 488
Fragt: 39 kr
6 - 8 hverdage
20 kr
Pakkegebyr
God 4 anmeldelser på
Tjek vores konkurrenters priser

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.

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Se mere i:
Produktdetaljer
Sprog: Engelsk
Sider: 248
ISBN-13: 9781617298158
Indbinding: Hardback
Udgave:
ISBN-10: 1617298158
Kategori: Softwaretestning
Udg. Dato: 20 feb 2023
Længde: 18mm
Bredde: 236mm
Højde: 187mm
Forlag: Manning Publications
Oplagsdato: 20 feb 2023
Forfatter(e): David Sweet
Forfatter(e) David Sweet

Kategori Softwaretestning

ISBN-13 9781617298158

Sprog Engelsk

Indbinding Hardback

Sider 248

Udgave

Længde 18mm

Bredde 236mm

Højde 187mm

Udg. Dato 20 feb 2023

Oplagsdato 20 feb 2023

Forlag Manning Publications

Kategori sammenhænge