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Starting Data Analytics with Generative AI and Python

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English | 2024 | ISBN: 1633437213 | 362 pages | True PDF | 15.49 MB



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

Starting Data Analytics with
Generative AI and Python 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

Starting Data Analytics with Generative AI and Python shows you how to improve the efficiency and outcomes of
your data analytics by using ChatGPT. There’s no AI hype here. Instead, you’ll find reliable and practical advice
that works on the job. Learn how to improve your coding efficiency, generate new analytical approaches, and fine-tune
your pipelines—all while developing an intuition about the risks and errors that still come with these tools. In the
end, you’ll be able to do more work, do it faster, and get better results.

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 the book

Starting Data Analytics with Generative AI and Python 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.

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