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227571938
AI-Assisted Statistics for Data Scientists: 50+ Essential Concepts Using R and Python
Item #:
227571938
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- 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 outcomesApply sampling and experimental design to reduce bias and answer questions with clarityUse regression to understand data-generating processes and detect anomaliesBuild predictive models using classification, clustering, and unsupervised learning with unbalanced data
| Publisher | O'Reilly Media |
| Publication date | July 21, 2026 |
| Edition | 3rd |
| Language | English |
| Print length | 505 pages |
| ISBN-13 | 979-8341666283 |
| Item Weight | 1.76 pounds (800 grams) |
| Dimensions | 7 x 2 x 9.19 inches (17.8 x 5.1 x 23.3 cm) |
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Features & Benefits
- Expand your statistical knowledge with a focus on data science.
- Incorporates practical foundations in R and Python.
- Includes new chapters on neural networks, deep learning, and large language models.
- Generative AI tools are integrated throughout to enhance statistical workflows.
- Learn to conduct exploratory analysis and apply experimental design.
- Gain confidence in building predictive models and understanding data anomalies.
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