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Duca A. Data Storytelling with Generative AI using Python and Altair (MEAP) 2024
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Description:
Textbook in PDF format
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 youâve crunched, sliced, and organized your data behind the scenes, you need to present it in a way that tells a story. With Pythonâs Altair library and generative AI tools like Copilot and ChatGPT, itâs never been easier to create intuitive data presentations.
In Data Storytelling with Generative AI youâll 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 Generative AI teaches you how to turn raw data into effective, insightful data stories. Youâll 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 presentationsâand youâll love how quick Generative AI makes the whole process!
about the book
Data Storytelling with Generative AI is the fast track to data presentations that inspire your audience and move them to action. Throughout the book, youâll 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, youâll see how tools like Copilot, ChatGPT, and DALL-E rapidly increase your productivity and streamline the visualization process.
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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. 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