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Beschreibung
In this comprehensive guide, we delve into the world of data science, machine learning, and AI modeling, providing readers with a robust foundation and practical skills to tackle real-world problems.
In this comprehensive guide, we delve into the world of data science, machine learning, and AI modeling, providing readers with a robust foundation and practical skills to tackle real-world problems.
Über den Autor

Michael Clark is a senior machine learning scientist for OneSix, and in prior stints, was a data science consultant at the University of Michigan and Notre Dame. His models have been used in production across a variety of industries, and can be seen in dozens of publications across several academic disciplines. He has a passion for helping people of all skill levels learn difficult stuff.

Seth Berry is the Academic Co-Director of the Master of Science in Business Analytics (MSBA) Residential Program, and Associate Teaching Professor at the University of Notre Dame for the IT, Analytics, and Operations Department. He has a PhD in Applied Experimental Psychology, and has been teaching and consulting in data science for over a decade.

Inhaltsverzeichnis

1.Introduction

2.Thinking About Models

[...] Foundation

4.Understanding the Model

5.Understanding the Features

[...] Estimation and Optimization

7.Estimating Uncertainty

8.Generalized Linear Models

9.Extending the Linear Model

[...] Concepts in Machine Learning

[...] Models in Machine Learning

12.Extending Machine Learning

13.Causal Modeling

14.Dealing with Data

15.Danger Zone

16.Parting Thoughts

Details
Erscheinungsjahr: 2025
Fachbereich: Wahrscheinlichkeitstheorie
Genre: Importe, Mathematik
Rubrik: Naturwissenschaften & Technik
Medium: Buch
Inhalt: Einband - fest (Hardcover)
ISBN-13: 9781032582580
ISBN-10: 1032582588
Sprache: Englisch
Einband: Gebunden
Autor: Clark, Michael
Berry, Seth
Hersteller: Chapman and Hall/CRC
Verantwortliche Person für die EU: Libri GmbH, Europaallee 1, D-36244 Bad Hersfeld, gpsr@libri.de
Maße: 240 x 161 x 31 mm
Von/Mit: Michael Clark (u. a.)
Erscheinungsdatum: 15.08.2025
Gewicht: 0,898 kg
Artikel-ID: 134002122