SKU: 72007288977

Causal Inference in Python

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Causal Inference in PythonHow 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

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 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
About the AuthorMatheus Facure is an Economist and Senior Data Scientist at Nubank, the biggest FinTech company outside Asia. His has successfully applied causal inference in a wide range of business scenarios, from automated and real time interest and credit decision making, to cross sell emails and optimizing marketing budgets. He is also author of Causal Inference for the Brave and True, a popular book which aims at making causal inference mainstream in a light-hearted, yet rigorous way.

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SKU: 72007288977

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It’s much more rigid than you might think.
The brackets did not fit the range of diameters that it said it would. Is pretty doofus when you lay it down backwards. It is however, more rigid than you might think. It works for me. I like it. Of course I can change things. I like the exterior fabric and I like the vinyl undercoating. I suspect it’s going to be waterproof as well. Now that I know, I’m not going to lay it down. I’m going to order a second one for my wifes quad, which is even narrower than the minimum they call out. 39.4”.
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Stong headwind caused front straps to pop off and broke/bent frame. They replaced frame tubes with no hassle! Very impressed!
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Nice kit. Simple to assemble, simply packed, good weight for the metal and the shade cloth. Actual width between attachment points is 44 inches. Tubing goes together with those push button things like on aluminum table legs. Priced commensurate with quality.
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I put this on my can am outlander 850 and it was not a hard job to install it. Shade cloth is nice and so far holding up good to what I put it through. Tubing has the push buttons so putting it all together is pretty easy. I had to make some clips myself to get the install right but it was no big deal. 5 stars!!
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