HomeCoursesUsing Python Altair for Data Storytelling

AI-powered learning

Save

Using Python Altair for Data Storytelling

Gain insights into using Python Altair for data storytelling. Learn about the DIKW pyramid and craft interactive visualizations to effectively convey complex ideas and narratives through data.

70 Lessons

2 Projects

17h

Join 2.9 million developers at

LEARNING OBJECTIVES

An understanding of Python Altair and its application to data storytelling
The ability to build compelling data stories by combining Altair and the DIKW pyramid
Familiarity with core components of Altair, including basic charts, channels, marks, layering, and annotations

Learning Roadmap

70 Lessons6 Quizzes2 Assessments

What is Data Storytelling?

Learn how to use Python's Altair for compelling data storytelling, engaging audiences and driving action.

Getting Started

Introduction

Thinking for the Audience

Communicating a Message

Quiz: Data Storytelling

Using Altair for Data Storytelling

Get started with using Altair's declarative library for creating effective data visualizations.

Exercise: Draw a Multiline Chart

Exercise: Encodings

Exercise: Marks

Quiz: Using Altair for Data Storytelling

The DIKW Pyramid

6 Lessons

Master the steps to transform raw data into wisdom through analysis, context, and actionable insights.

Introducing the Concept of Data

9 Lessons

Grasp the fundamentals of data varities, handling, and visualization to enhance storytelling.

Visualize Geospatial Data Using Plotly and Mapbox

Project

Premium

Getting Familiar with Unknown Data

11 Lessons

Take a look at various data visualizations like bar, line, area, scatter, and more.

Assessment 1

Assessment

Data Visualization Using Plotly.js

Project

Premium

Introducing the Concept of Information

9 Lessons

Investigate the process of transforming data into actionable insights through visualization.

Data Modeling

2 Lessons

Master data modeling with regression and kernel density estimation in Python Altair.

Knowledge

12 Lessons

Sharpen your skills in effectively crafting, visualizing, and communicating data stories using Altair.

Wisdom

4 Lessons

Walk through using wisdom, CTAs, compound charts, and web publishing in data storytelling.

Assessment 2

Assessment

10.

Case Studies

2 Lessons

Break apart how to transform data into persuasive calls to action using Altair.

11.

Wrap Up

Apply your skills to create compelling data narratives using Altair and related technologies.

Conclusion

12.

Appendix

Solve problems in installing Altair with pip or conda for data visualization.

Installing Altair

Certificate of Completion

Showcase your accomplishment by sharing your certificate of completion.

Developed by MAANG Engineers

ABOUT THIS COURSE

Altair, a versatile Python library, empowers you to craft visually compelling and interactive data visualizations. Acquiring proficiency in Altair unlocks new avenues for effectively conveying insights and narratives through data. The course begins by introducing the concept of data storytelling and the DIKW pyramid. Then, you’ll learn why Altair is a valuable tool for developers interested in data storytelling and how it can enhance their ability to effectively communicate complex ideas. Next, the course takes a sequential approach to cover the DIKW model for data storytelling, which provides a structured framework for organizing and presenting data narratives. Finally, you’ll implement two practical use cases. After taking this course, you’ll have acquired the skills and knowledge to build compelling data stories that combine Altair and the DIKW pyramid. You will be able to create engaging and impactful visualizations that effectively convey insights and build narratives from data.

ABOUT THE AUTHOR

Angelica Lo Duca

I'm a researcher at the IIT-CNR in Italy. Additionally, I published three books: Comet for Data Science (by Packt Ltd), Learning and Operating Presto (by O'Reilly Media), and AI-Powered Data Storytelling in Python with Altair (by Manning Publications).

Learn more about Angelica

Trusted by 2.9 million developers working at companies

These are high-quality courses. Trust me the price is worth it for the content quality. Educative came at the right time in my career. I'm understanding topics better than with any book or online video tutorial I've done. Truly made for developers. Thanks

Anthony Walker

@_webarchitect_

Just finished my first full #ML course: Machine learning for Software Engineers from Educative, Inc. ... Highly recommend!

Evan Dunbar

ML Engineer

You guys are the gold standard of crash-courses... Narrow enough that it doesn't need years of study or a full blown book to get the gist, but broad enough that an afternoon of Googling doesn't cut it.

Software Developer

Carlos Matias La Borde

I spend my days and nights on Educative. It is indispensable. It is such a unique and reader-friendly site

Souvik Kundu

Front-end Developer

Your courses are simply awesome, the depth they go into and the breadth of coverage is so good that I don't have to refer to 10 different websites looking for interview topics and content.

Vinay Krishnaiah

Software Developer

Course

Data Science Projects with Python

Learn data science with Python by exploring datasets, building, deploying, and monitoring models alongside mastering logistic regression, decision trees, gradient boosting, and SHAP values.

24 h

beginner

Course

Linear Algebra for Data Science Using Python

Gain insights into linear algebra essentials for data science, focusing on vectors, matrices, and tensors. Explore practical Python applications, engaging visuals, and hands-on projects.

10 h

beginner

Course

Data Science in Production: Building Scalable Model Pipelines

Gain insights into building scalable data and model pipelines, explore different cloud environments, delve into streaming workflows, and discover essential tools for creating real-time data products.

8 h

advanced

Course

Learn Object-Oriented Programming in Python

Gain insights into writing cleaner, modular, and scalable Python code through Object-Oriented Programming. Dive into inheritance, polymorphism, and more with coding challenges and illustrations.

6 h

intermediate

Course

Introduction to Data Science with Python

Delve into foundational Python programming, explore libraries like pandas and Matplotlib, and gain insights into data management, analysis, and visualization with practical projects.

4 h 10 m

beginner

Course

Data Science Projects with Python

beginner

24 hour

Course

Linear Algebra for Data Science Using Python

beginner

10 hour

Course

Data Science in Production: Building Scalable Model Pipelines