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The Elements of Data Analytic Style (Deutsche Ausgabe)

Ein Leitfaden für Personen, die Daten analysieren möchten.

This book is a translation into German of The Elements of Data Analytic Style which was originally written in English

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About the Book

Datenanalyse ist mindestens genauso sehr Kunst wie Wissenschaft. Dieses Buch konzentriert sich auf die Details der Datenanalyse, die manchmal in traditionellen Statistikklassen und Lehrbüchern durch die Maschen fallen. Es basiert zum Teil auf den Blogbeiträgen, Vorlesungsmaterialien und Tutorials der Autoren, wie zum Beispiel:

Der Autor ist einer der Mitentwickler der Johns Hopkins Spezialisierung in Data Science, dem größten Data-Science-Programm der Welt, das bereits mehr als 1,76 Millionen Menschen eingeschrieben hat. Das Buch ist ein hilfreicher Begleiter zu Einführungskursen in Data Science oder Datenanalyse. Es ist auch ein nützliches Hilfsmittel für alle, die Datenanalysen lesen und bewerten müssen.

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This book is a translation into German of The Elements of Data Analytic Style which was originally written in English

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Jeff Leek

Jeff is Chief Data Officer, Vice President, and J Orin Edson Foundation Chair of Biostatistics at the Fred Hutchinson Cancer Center. Previously, he was a professor of Biostatistics and Oncology at the Johns Hopkins Bloomberg School of Public Health and co-director of the Johns Hopkins Data Science Lab. His group develops statistical methods, software, data resources, and data analyses that help people make sense of massive-scale genomic and biomedical data. As the co-director of the Johns Hopkins Data Science Lab he helped to develop massive online open programs that have enrolled more than 8 million individuals and partnered with community-based non-profits to use data science education for economic and public health development. He is a Fellow of the American Statistical Association and a recipient of the Mortimer Spiegelman Award and Committee of Presidents of Statistical Societies Presidential Award.

Leanpub Podcast

Episode 19

An Interview with Jeffrey Leek

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Contents

Table of Contents

1.Einführung

2.Die Datenanalytik-Frage

3.Die Daten bereinigen

4.Überprüfung der Daten

5.Explorative Analyse

6.Statistisches Modellieren und Inferenz

7.Vorhersage und maschinelles Lernen

8.Kausalität

9.Geschriebene Analysen

10.Erstellen von Diagrammen

11.Daten präsentieren

12.Reproduzierbarkeit

13.Einige Fragen der Form

14.Die Checkliste zur Datenanalyse

15.Zusätzliche Ressourcen

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