The Elements of Data Analytic Style (Nederlandse Editie)
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The Elements of Data Analytic Style (Nederlandse Editie)

Een gids voor mensen die gegevens willen analyseren.

Over het boek

Data-analyse is minstens evenveel kunst als wetenschap. Dit boek is gericht op de details van data-analyse die soms door de mazen glippen in traditionele statistiekcursussen en -boeken. Het is deels gebaseerd op blogposts, lezingmaterialen en tutorials van de auteur, zoals:

De auteur is een van de medeontwikkelaars van de Johns Hopkins Specialisatie in Data Science, het grootste data science programma ter wereld dat meer dan 1,76 miljoen mensen heeft ingeschreven. Het boek is nuttig als aanvulling op inleidende cursussen in data science of data-analyse. Het is ook een handig naslagwerk voor mensen die de taak hebben data-analyses te lezen en te bekritiseren.

This book is a translation into Nederlands of The Elements of Data Analytic Style which was originally written in Engels.

Over de auteurs

Jeffrey Leek
Jeff Leek

Jeff Leek is an Associate Professor of Biostatistics and Oncology at the Johns Hopkins Bloomberg School of Public Health. His research focuses on the intersection of high dimensional data analysis, genomics, and public health. He is the co-editor of the popular Simply Statistics Blog and co-director of the Johns Hopkins Specialization in Data Science the largest data science program in the world that has enrolled more than 1.76 million people.

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Inhoudsopgave

  • 1. Inleiding
  • 2. De data-analytische vraag
  • 3. De gegevens ordenen
  • 4. De gegevens controleren
  • 5. Verkennende analyse
  • 6. Statistische modellering en inferentie
  • 7. Voorspelling en machine learning
  • 8. Causaliteit
  • 9. Geschreven analyses
  • 10. Het creëren van figuren
  • 11. Data presenteren
  • 12. Reproduceerbaarheid
  • 13. Een paar punten van vorm
  • 14. De checklist voor data-analyse
  • 15. Aanvullende bronnen

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