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Causal Inference in Python : Applying Causal Inference in the Tech Industry by Matheus Facure (2023, Trade Paperback)

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Product Information

How many buyers will an additional dollar of online marketing bring in? Which customers will only buy when given a discount coupon? How do you establish an optimal pricing strategy? The best way to determine how the levers at our disposal affect the business metrics we want to drive is through causal inference. In this book, author Matheus Facure, senior data scientist at Nubank, explains the largely untapped potential of causal inference for estimating impacts and effects. Managers, data scientists, and business analysts will learn classical causal inference methods like randomized control trials (A/B tests), linear regression, propensity score, synthetic controls, and difference-in-differences. Each method is accompanied by an application in the industry to serve as a grounding example. With this book, you will: Learn how to use basic concepts of causal inference Frame a business problem as a causal inference problem Understand how bias gets in the way of causal inference Learn how causal effects can differ from person to person Use repeated observations of the same customers across time to adjust for biases Understand how causal effects differ across geographic locations Examine noncompliance bias and effect dilution

Product Identifiers

Publisher
O'reilly Media, Incorporated
ISBN-10
1098140257
ISBN-13
9781098140250
eBay Product ID (ePID)
6060637961

Product Key Features

Author
Matheus Facure
Publication Name
Causal Inference in Python : Applying Causal Inference in the Tech Industry
Format
Trade Paperback
Language
English
Subject
Data Modeling & Design, Skills, Statistics, Programming Languages / Python
Publication Year
2023
Type
Textbook
Subject Area
Computers, Business & Economics
Number of Pages
406 Pages

Dimensions

Item Length
9.2 in
Item Height
1 in
Item Width
7 in
Item Weight
25.1 Oz

Additional Product Features

LCCN
2023-282031
Lc Classification Number
Qa76.73.P98f33 2023
Dewey Decimal
005.13/3
Dewey Edition
23
Illustrated
Yes

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Causal Inference in Python : Applying Causal Inference in the Tech Industry by Matheus Facure (2023, Trade Paperback)

Best-selling in Adult Learning & University

The Psychology of Money: Timeless lessons on wealth, greed, and happiness by Morgan Housel (Paperback, 2020)

Secrets Of Mental Math: The Mathemagician's Guide to Lightening Calculation and Amazing Maths Tricks by Arthur Benjamin, Michael Shermer (Paperback, 2006)

Never Split the Difference: Negotiating as if Your Life Depended on It by Chris Voss, Tahl Raz (Paperback, 2017)

Behave: The Biology of Humans at Our Best and Worst by Robert M Sapolsky (Paperback, 2018)

The Ethnic Cleansing of Palestine by Ilan Pappe (Paperback, 2007)

Die with Zero: Getting All You Can from Your Money and Your Life by Bill Perkins (Paperback, 2021)

On Palestine by Noam Chomsky, Ilan Pappe (Paperback, 2015)

Save on Adult Learning & University

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Ordinary Men: Reserve Police Battalion 11 and the Final Solution in Poland: Rese

Health, safety and environment test for operatives and specialists: GT100/19:...

The Indoctrinated Brain, Michael, MD, PhD Nehls,

Windows 11 For Dummies by Andy Rathbone (English) Paperback Book

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