Causal Inference for Data Science

Name: Causal Inference for Data Science
Brand: MANNING PUBN
SKU: 9781633439658
Price: 65.6 EUR
Availability: InStock

Автор: Ruiz de Villa, Alex

Език:

Корици: С меки корици

Издател: MANNING PUBN

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When you know the cause of an event, you can affect its outcome. This accessible introduction to cau...

Информация за книгата

Автор

Ruiz de Villa, Alex

Език

Английски език

Корици

Книга - С меки корици

Издадена

2023

страници

275

EAN

9781633439658

ISBN

1633439658

Enbook ID

42838509

Издател

MANNING PUBN

Теглоt

327

Размери

187 x 235 x 18

Пълно описание

When you know the cause of an event, you can affect its outcome. This accessible introduction to causal inference shows you how to determine causality and estimate effects using statistics and machine learning.

In Causal Inference for Data Science you will learn how to:

Model reality using causal graphs
Estimate causal effects using statistical and machine learning techniques
Determine when to use A/B tests, causal inference, and machine learning
Explain and assess objectives, assumptions, risks, and limitations
Determine if you have enough variables for your analysis

It''s possible to predict events without knowing what causes them. Understanding causality allows you both to make data-driven predictions and also intervene to affect the outcomes. Causal Inference for Data Science shows you how to build data science tools that can identify the root cause of trends and events. You''ll learn how to interpret historical data, understand customer behaviors, and empower management to apply optimal decisions.

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Информация за книгата

Пълно описание

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