Starting Data Analytics with Generative AI and Python - Softcover

Guja, Artur; Siwiak, Marlena; Siwiak, Marian

Softcover

ISBN 10: 1633437213 ISBN 13: 9781633437210

Publisher: Manning Publications, 2024

Synopsis

Combine the best of human data analysis with the power of AI and ChatGPT.

Generative AI for Data Analytics teaches you how to accelerate essential data analytics tasks using ChatGPT. You'll learn how to:

• Write great prompts for ChatGPT
• Perform end-to-end descriptive analytics
• Set up an AI-friendly data analytics environment
• Evaluate the quality of your data
• Developing a strategic analysis plan
• Generate code to analyze non-text data
• Explore text data directly with ChatGPT
• Prepare reliable reports

About the technology

Generative Pre-trained Transformer (GPT) AI models like ChatGPT can turbocharge your analytical workflow by generating insights in minutes that might otherwise take hours or days of work and research. A data analyst can use ChatGPT for a huge variety of tasks, including planning and designing analyses, generating code-based solutions, and selecting statistical tools.

About this title

About the Author

About the Author

Artur Guja is a risk manager, computer scientist, systems developer, and financial markets professional with over 20 years of experience in the banking sector, delivering safe and practical solutions across IT, risk management, and financial product trading.

Dr. Marlena Siwiak is an experienced data scientist and bioinformatician with a comprehensive scientific background who gained experience in developing business data applications. An individual who knows how to use both numbers and words.

Dr. Marian Siwiak is a data scientist and strategist with a track record of using data knowledge and managerial experience to successfully deliver multimillion IT, scientific and technical projects covering various areas, from life sciences to robotics.

From the Back Cover

From the Back Cover

Generative AI for Data Analytics is a guide to enhancing and accelerating data analytics using ChatGPT. This book walks you through the full analytics pipeline, demonstrating the discipline’s core tools and methods with an easy-to-understand e-commerce example. For each step in the process, you’ll discover how ChatGPT can implement data techniques from simple plain-English prompts.

Written by a pair of world-class data scientists and an experienced risk manager, the book concentrates on the practical analytics tasks you'll do every day. Each topic is illustrated with transcripts of authentic ChatGPT conversations, showing best practice prompt engineering in action. You'll rapidly realize ChatGPT's potential and learn how and when to apply it appropriately. The book provides vital guidance on the model’s risks and mistakes so you can make the most of its capabilities without being blindsided by its shortcomings.

About the reader

Whether you're a data expert seeking efficiency gains, an analyst looking to extend your spreadsheets with serious data tools, or a complete beginner making a ChatGPT-empowered career jump, this book is for you.

Edition details

• Publisher: Manning Publications
• Publication date: 2024
• Language: English
• ISBN 10: 1633437213
• ISBN 13: 9781633437210
• Binding: Paperback
• Edition number: 1
• Number of pages: 360