AI-Assisted Statistics for Data Scientists: 50+ Essential Concepts Using R and Python - Softcover

Bruce, Peter; Bruce, Andrew; Gedeck, Peter

 
9798341666283: AI-Assisted Statistics for Data Scientists: 50+ Essential Concepts Using R and Python
Softcover
ISBN 13: 9798341666283
Verlag: O'Reilly Media, 2026

Inhaltsangabe

Statistical methods are a key part of data science, yet few data scientists have formal statistical training. Courses and books on basic statistics rarely cover the topic from a data science perspective. The third edition of this popular guide expands its practical foundations in R and Python into the modern AI toolkit, with new chapters on neural networks, deep learning, and large language models. Generative AI is integrated throughout, showing how tools such as ChatGPT, Claude, and Gemini work, and how they can support real-world statistical workflows.

This book highlights concepts that matter most when working with data, building predictive models, and deploying AI responsibly. If you're comfortable with R or Python and have had some exposure to basic statistics, this concise reference will boost your statistical literacy, your understanding of how AI works, and your confidence in real-world data science and AI projects.

  • Conduct exploratory analysis of data to improve quality and model outcomes
  • Apply sampling and experimental design to reduce bias and answer questions with clarity
  • Use regression to understand data-generating processes and detect anomalies
  • Build predictive models using classification, clustering, and unsupervised learning with unbalanced data

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Über die Autorin bzw. den Autor

Peter Bruce is the Founder of the Institute for Statistics Education at Statistics.com, which offers about 80 courses in statistics and analytics, roughly half of which are aimed at data scientists. He has authored or co-authored several books in statistics and analytics, and he earned his Bachelor's degree at Prin

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Verlag
O'Reilly Media
Erscheinungsdatum
2026
Sprache
Englisch
ISBN 13 
9798341666283
Einband
Taschenbuch
Auflage
3
Anzahl der Seiten
400
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
GPSR Kontakt
gpsr@libri.de

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Deutschland