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DS BW
  • Data Science Build Weeks
  • Units 3 & 4
    • Start here
    • FastAPI
    • Flask
    • Plotly Dash
    • TensorFlow on Heroku
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  1. Units 3 & 4

Plotly Dash

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Last updated 3 years ago

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In your Unit 2 Build Week, you could choose to build a Plotly Dash app, as a stretch goal. You have that option for your Unit 3 & 4 Build Weeks too!

Plotly Dash is a framework for data scientists to build interactive web apps directly in Python. You don't need to know any HTML, CSS, or JavaScript.

If you choose to use Plotly Dash, you don't have to start from scratch! We have a template for you, with starter code & documentation:

Our videos demonstrate step-by-step how to use the Plotly Dash template and deploy to Heroku:

(9 videos, 16 minutes)

Want to learn more about Plotly Dash? I recommend these links:

(6 videos, 29 minutes)

(8 videos, 33 minutes)

BloomTech DS student portfolio examples

Browse Dash components, see your options and what’s possible

Add a gauge output component

Add a slider input component

Connect the input & output components

Add scikit-learn pipeline

(20 min)

(Parts 1—3 recommended)

(DS4—DS12)

How to change homepage text, fonts, and colors
Deploy to Heroku
Add interactivity
@ 4:26
@ 9:23
@ 13:38
@ 22:47
@ 35:03
@ 43:13
Add a more advanced scikit-learn pipeline
Video
Tutorial
BloomTech DS student examples
https://github.com/BloomTech-Labs/dash-template
First time setup instructions