Items related to Data Storytelling with Altair and AI
Synopsis
Great data presentations tell a story. Learn how to organize, visualize, and present data using Python, generative AI, and the cutting-edge Altair data visualization toolkit.
Take the fast track to amazing data presentations! Data Storytelling with Altair and AI introduces a stack of useful tools and tried-and-tested methodologies that will rapidly increase your productivity, streamline the visualization process, and leave your audience inspired.
In Data Storytelling with Altair and AI you’ll discover:
- Using Python Altair for data visualization
- Using Generative AI tools for data storytelling
- The main concepts of data storytelling
- Building data stories with the DIKW pyramid approach
- Transforming raw data into a data story
Data Storytelling with Altair and AI teaches you how to turn raw data into effective, insightful data stories. You’ll learn exactly what goes into an effective data story, then combine your Python data skills with the Altair library and AI tools to rapidly create amazing visualizations. Your bosses and decision-makers will love your new presentations—and you’ll love how quick Generative AI makes the whole process!
About the technology
Every dataset tells a story. After you’ve cleaned, crunched, and organized the raw data, it’s your job to share its story in a way that connects with your audience. Python’s Altair data visualization library, combined with generative AI tools like Copilot and ChatGPT, provide an amazing toolbox for transforming numbers, code, text, and graphics into intuitive data presentations.
About the book
Data Storytelling with Altair and AI teaches you how to build enhanced data visualizations using these tools. The book uses hands-on examples to build powerful narratives that can inform, inspire, and motivate. It covers the Altair data visualization library, along with AI techniques like generating text with ChatGPT, creating images with DALL-E, and Python coding with Copilot. You’ll learn by practicing with each interesting data story, from tourist arrivals in Portugal to population growth in the USA to fake news, salmon aquaculture, and more.
What's inside
- The Data-Information-Knowledge-Wisdom (DIKW) pyramid
- Publish data stories using Streamlit, Tableau, and Comet
- Vega and Vega-Lite visualization grammar
About the reader
For data analysts and data scientists experienced with Python. No previous knowledge of Altair or Generative AI required.
About the author
Angelica Lo Duca is a researcher at the Institute of Informatics and Telematics of the National Research Council, Italy.
The technical editor on this book was Ninoslav Cerkez.
Table of Contents
PART 1
1 Introducing data storytelling
2 Running your first data story in Altair and GitHub Copilot
3 Reviewing the basic concepts of Altair
4 Generative AI tools for data storytelling
PART 2
5 Crafting a data story using the DIKW pyramid
6 From data to information: Extracting insights
7 From information to knowledge: Building textual context
8 From information to knowledge: Building the visual context
9 From knowledge to wisdom: Adding next steps
PART 3
10 Common issues while using generative AI
11 Publishing the data story
A Technical requirements
B Python pandas DataFrameC Other chart types
"synopsis" may belong to another edition of this title.
About the Author
Angelica Lo Duca is a researcher at the Institute of Informatics and Telematics of the National Research Council, Italy. She is also an external professor of Data Journalism at the University of Pisa. She has published more than 40 scientific papers at national and international conferences and journals.
From the Back Cover
From the back cover
Data Storytelling with Generative AI is the fast track to data presentations that inspire your audience and move them to action. Throughout the book, you'll be guided by the principles of the DIKW (Data, Information, Knowledge, Wisdom) pyramid: a methodology that is the backbone of leading data management systems. Each chapter takes you hands-on with a new interesting data story, from tourist arrivals in Portugal to population growth in the USA. At every stage, you'll see how tools like Copilot, ChatGPT, and DALL-E rapidly increase your productivity and streamline the visualization process.
About the reader
For data analysts and data scientists experienced with Python. No previous knowledge of Altair or Generative AI required."About this title" may belong to another edition of this title.
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Hardback. Condition: New. Great data presentations tell a story. Learn how to organize, visualize, and present data using Python, generative AI, and the cutting-edge Altair data analysis toolkit.After you've crunched, sliced, and organized your data behind the scenes, you need to present it in a way that tells a story. With Python's Altair library and generative AI tools like Copilot and ChatGPT, it's never been easier to create intuitive data presentations.In Data Storytelling with Generative AI you'll discover: Using Python Altair for data visualizationUsing Generative AI tools for data storytellingThe main concepts of data storytellingBuilding data stories with the DIKW pyramid approachTransforming raw data into a data story Data Storytelling with Generative AI teaches you how to turn raw data into effective, insightful data stories. You'll learn exactly what goes into an effective data story, then combine your Python data skills with the Altair library and AI tools to rapidly create amazing visualizations. Your bosses and decision-makers will love your new presentations-and you'll love how quick Generative AI makes the whole process! Seller Inventory # LU-9781633437920
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Hardback. Condition: New. Great data presentations tell a story. Learn how to organize, visualize, and present data using Python, generative AI, and the cutting-edge Altair data analysis toolkit.After you've crunched, sliced, and organized your data behind the scenes, you need to present it in a way that tells a story. With Python's Altair library and generative AI tools like Copilot and ChatGPT, it's never been easier to create intuitive data presentations.In Data Storytelling with Generative AI you'll discover: Using Python Altair for data visualizationUsing Generative AI tools for data storytellingThe main concepts of data storytellingBuilding data stories with the DIKW pyramid approachTransforming raw data into a data story Data Storytelling with Generative AI teaches you how to turn raw data into effective, insightful data stories. You'll learn exactly what goes into an effective data story, then combine your Python data skills with the Altair library and AI tools to rapidly create amazing visualizations. Your bosses and decision-makers will love your new presentations-and you'll love how quick Generative AI makes the whole process! Seller Inventory # LU-9781633437920
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Hardcover. Condition: new. Hardcover. Great data presentations tell a story. Learn how to organize, visualize, and present data using Python, generative AI, and the cutting-edge Altair data analysis toolkit.After you've crunched, sliced, and organized your data behind the scenes, you need to present it in a way that tells a story. With Python's Altair library and generative AI tools like Copilot and ChatGPT, it's never been easier to create intuitive data presentations.In Data Storytelling with Generative AI you'll discover: Using Python Altair for data visualizationUsing Generative AI tools for data storytellingThe main concepts of data storytellingBuilding data stories with the DIKW pyramid approachTransforming raw data into a data story Data Storytelling with Generative AI teaches you how to turn raw data into effective, insightful data stories. You'll learn exactly what goes into an effective data story, then combine your Python data skills with the Altair library and AI tools to rapidly create amazing visualizations. Your bosses and decision-makers will love your new presentationsand you'll love how quick Generative AI makes the whole process! After you've crunched, sliced, and organized your data behind the scenes, you need to present it in a way that tells a story. With Python's Altair library and generative AI tools like Copilot and ChatGPT, it's never been easier to create intuitive data presentations. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Seller Inventory # 9781633437920
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