ML Web Apps to Change the World - Predicting Life Expectancy

Let's Create a Web App to Predict Life Expectancy and Let the Entire World Access It

Intermediate 4.4(25 Ratings) 5,016 Students enrolled
Created by Manuel Amunategui Last updated 12/2019 English ["English [Auto-generated]"]
What will i learn?
  • Learn how to extend your Python ideas into full fledged web applications
  • Share Python machine learning models with the world

Curriculum for this course
8 Lectures 01:18:37
Building a Web Application to Predict Life Expectancy
13 Lectures 01:53:02
  • Can your web-based application change the world? 00:04:19
  • Exploring the WHO Life Expectancy Data 00:09:53
  • Predicting life expectancy using the linear regression model 00:09:49
  • Data and model abstraction 00:05:41
  • Flask primer 00:16:55
  • Building a web application in the cloud - Part 1 00:10:14
  • Building a web application in the cloud - Part 2 00:20:38
  • Conclusion 00:01:08
  • Module 05. Web parameter tampering 9 pages
  • Module 05. Web parameter tampering - Video Training 00:03:38
  • Module 06. Path and information disclosure 10 pages
  • Module 06. Path and information disclosure - Video Training 00:10:51
  • Module 07. Forced browsing 5 pages
  • Module 07. Forced browsing - Video Training 00:04:38
  • Module 08. Path traversal 9 pages
  • Module 08. Path traversal - Video Training 00:07:19
  • Module 09. Unicode encoding 3 pages Module 10. Parameter delimiter 9 pages
  • Module 10. Parameter delimiter - Video Training 00:07:59
Requirements
  • You should know some Python and HTML and have an interest in building web applications
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Description

In this class I'll show you how easy it is to take those Python ideas and extend them into a useful, professional, actionable web application using Flask, HTML responsive templates and some sensible UI design - as that's really the heart of all this - we want to translate or even shed our programming, statistics, Jupyter notebook navigation into the universal language that is the web that everybody knows how to use, how to interact with.

We'll build a health-awareness web application to predict life expectancy. This is an interactive tool to show you what is your average life expectancy at your current age and using additional parameters. It uses statistics, real localized data, and has a minimal UI, and is fully responsive - are you ready to build things that matter?



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About the instructor
  • 19 Students
  • 3 Courses
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Data Scientist & Quantitative Developer
Student feedback
4.4
Average rating
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