Packt
Python Interactive Dashboards with Plotly Dash
Packt

Python Interactive Dashboards with Plotly Dash

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Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

7 hours to complete
3 weeks at 2 hours a week
Flexible schedule
Learn at your own pace
Gain insight into a topic and learn the fundamentals.
Intermediate level

Recommended experience

7 hours to complete
3 weeks at 2 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

  • Identify the core components and structure of a Plotly Dash dashboard.

  • Explain the role of callbacks in making dashboards interactive.

  • Break down complex dashboard layouts into manageable sections using HTML and CSS.

  • Assess the effectiveness of dashboard interactivity through real-time data updates.

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Recently updated!

October 2024

Assessments

4 assignments

Taught in English

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There are 11 modules in this course

In this module, we will set the stage for your learning journey by introducing you to the course and its author. You'll get a clear overview of what to expect from the course and how it will empower you to create interactive dashboards using Plotly Dash.

What's included

2 videos1 reading

In this module, we will dive into the essential Python concepts you'll need to build interactive dashboards. You'll learn how to set up your Python environment and get comfortable with data types, control structures, and functions, which are crucial for effective data manipulation and visualization.

What's included

6 videos

In this module, we will introduce you to Plotly Dash, a powerful framework for building interactive dashboards. You'll learn what Dash is and how it simplifies the process of creating data-driven applications. By the end of this section, you'll have built your first dashboard, setting a strong foundation for more advanced projects.

What's included

2 videos

In this module, we will delve into the layout-building aspects of Dash, focusing on both HTML and core components. You'll gain an understanding of how these elements come together to form the structure of your dashboards, enabling you to create layouts that are both functional and user-friendly.

What's included

2 videos1 assignment

In this module, we will explore how to bring your dashboards to life by making them interactive using callbacks in Plotly Dash. You'll start by learning the basics of callbacks, then progressively build more complex interactions, including multi-input/output callbacks, chaining, and using States to control dashboard behavior. By the end of this section, your dashboards will be highly interactive and user-responsive.

What's included

6 videos

In this module, we will guide you through the Avocado Prices dashboard project, your first capstone task. You'll get an overview of the project requirements and begin applying all the concepts and tools you've learned. This capstone project will solidify your understanding and give you practical experience in building a complete interactive dashboard using Plotly Dash.

What's included

1 video

In this module, we will focus on enhancing the visual appeal and user experience of your dashboards by customizing their look and feel. You'll learn various techniques for applying CSS, both inline and external, and how to create sophisticated layouts like grids, navigation bars, and card decks. These skills will help you create polished, professional dashboards that are not only functional but also aesthetically pleasing.

What's included

5 videos1 assignment

In this module, we will walk through a detailed case study of creating an interactive map dashboard. You'll learn how to set up the layout with essential components like a RangeSlider, Choropleth map, and DataTable, and then make the dashboard interactive by adding callbacks. This case study will provide hands-on experience in building a complex, data-driven dashboard that responds dynamically to user inputs.

What's included

5 videos

In this module, we will guide you through creating a live updating financial dashboard. You'll learn how to set up the layout with essential components like input fields, candlestick charts, and tabs, and then implement live data updates using intervals and callbacks. This case study will equip you with the skills to build real-time dashboards that are critical for financial analysis and decision-making.

What's included

6 videos

In this module, we will introduce your second capstone project, where you'll create a Life Expectancy dashboard. This project will challenge you to apply everything you've learned, from layout design to live updates, as you build a dashboard that provides insights into global health trends. By completing this capstone, you'll solidify your mastery of Plotly Dash and dashboard development.

What's included

1 video1 assignment

In this module, we will introduce you to Jupyter Dash, a powerful extension of Plotly Dash that allows you to build interactive dashboards within Jupyter notebooks. This bonus material will help you expand your toolkit, offering an alternative approach to dashboard development that combines the interactivity of Dash with the convenience of Jupyter notebooks.

What's included

1 video1 assignment

Instructor

Packt - Course Instructors
Packt
371 Courses8,562 learners

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