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From the Back Cover:
Causal Inference for Data Science introduces data-centric techniques and methodologies you can use to estimate causal effects. The book dives into the relationship between causal inference and machine learning and the limitations of both. The practical techniques presented in this unique book are accessible to anyone with intermediate data science skills and require no advanced statistics! The numerous insightful examples show you how to put causal inference into practice in the real world. You'll assess the performance of advertising platforms, choose the health treatments with the most positive impact, and learn how to approach the delicate art of product pricing from a causal inference perspective.
About the reader:
For data scientists, machine learning engineers, statisticians and economists who want to learn a machine learning approach to causal inference.
From the Back Cover:
Causal Inference for Data Science introduces data-centric techniques and methodologies you can use to estimate causal effects. The book dives into the relationship between causal inference and machine learning and the limitations of both. The practical techniques presented in this unique book are accessible to anyone with intermediate data science skills and require no advanced statistics! The numerous insightful examples show you how to put causal inference into practice in the real world. You'll assess the performance of advertising platforms, choose the health treatments with the most positive impact, and learn how to approach the delicate art of product pricing from a causal inference perspective.
About the reader:
For data scientists, machine learning engineers, statisticians and economists who want to learn a machine learning approach to causal inference.
Aleix Ruiz de Villa is a freelance data science consultant with a PhD in mathematical analysis from the Universitat Autonoma de Barcelona. Aleix has worked in the journalism, retail, transportation and software development industries. He is the founder of the Barcelona Data Science and Machine Learning Meetup.
| Erscheinungsjahr: | 2025 |
|---|---|
| Fachbereich: | Kommunikationswissenschaften |
| Genre: | Importe, Medienwissenschaften |
| Rubrik: | Wissenschaften |
| Medium: | Taschenbuch |
| Inhalt: | Kartoniert / Broschiert |
| ISBN-13: | 9781633439658 |
| ISBN-10: | 1633439658 |
| Sprache: | Englisch |
| Einband: | Kartoniert / Broschiert |
| Autor: | Ruiz de Villa, Alex |
| Hersteller: | Manning Publications |
| Verantwortliche Person für die EU: | Libri GmbH, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de |
| Maße: | 234 x 187 x 22 mm |
| Von/Mit: | Alex Ruiz de Villa |
| Erscheinungsdatum: | 21.01.2025 |
| Gewicht: | 0,664 kg |
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