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AI and Public Health
  • Level Foundation
  • المدة 9 ساعات hours
  • الطبع بواسطة DeepLearning.AI
  • Offered by

عن

The AI and Public Health course is designed to introduce learners to the concept of using artificial intelligence to address social and environmental issues. We'll start by defining AI for Good, and explore various examples of AI for Good projects. You will get hands-on with a real-world concern, air quality in Bogotá, and use the AI for Good framework to define the problem, identify stakeholders, and determine where AI could fit. You will also learn how to interpret exploratory data analysis (EDA) graphs and use Python to explore air-quality data. The course also covers approaches for missing data imputation, model performance evaluation using mean absolute error (MAE), and interpreting EDA graphs and heatmaps. This is the first course in the AI for Good Specialization, which demonstrates how AI is being utilized to address some of the world’s biggest challenges — and provides a framework for you to be part of the solution. This is a beginner-friendly course. Learners should know high school-level math and basic spreadsheet operations

الوحدات

Welcome to the AI for Good specialization

    • 4 Videos
    • 1 ExternalTool
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1 External Tool

  • Intake Survey

4 Videos

  • Welcome to AI for Good
  • What is "AI for Good"?
  • The Courses in this Specialization
  • Charles Onu - Identifying Asphyxiation in Babies' Cries

Introduction to Artificial Intelligence and Machine Learning

    • 4 Videos
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4 Videos

  • Quick Summary - What is AI?
  • Quick Summary - How Supervised Learning Works
  • Considering the Impact of Your AI for Good Project
  • Juan Lavista Ferres - Microsoft AI for Good Lab

Quiz

    • 1 Assignment
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1 Assignment

  • What is AI for Good?

Summary

    • 2 Videos
    • 1 Readings
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2 Videos

  • Week 1 Summary
  • Felipe Oviedo - Anomaly Detection in Breast Cancer Imaging

1 Readings

  • Acknowledgements

Resources

    • 3 Readings
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3 Readings

  • [IMPORTANT] Have questions, issues or ideas? Join our Forum!
  • Week 1 Resources
  • Week 1 Lecture Notes

AI for Good Framework

    • 8 Videos
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8 Videos

  • AI for Good Framework
  • Maternal and Infant Health in Nigeria
  • Explore Phase - Problem Definition and Stakeholders
  • Explore Phase - Could AI Add Value?
  • Design Phase
  • Implement Phase
  • Evaluate Phase
  • Iva Gumnishka - Building an Ethical Supply Chain

Quiz 1

    • 1 Assignment
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1 Assignment

  • AI for Good Framework

Exploring Air Quality

    • 10 Videos
    • 1 Readings
    • 1 Lab
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1 Labs

  • Explore Phase - Exploring Air Quality Data

10 Videos

  • Air Quality
  • Sources of Air Pollution
  • Measuring Air Quality
  • Bogotá Air Quality Monitoring Network (RMCAB)
  • Bogotá District Secretariat of Environment - Tackling Air Pollution
  • Air Quality - Explore Phase
  • Introduction to Jupyter Notebook Labs
  • Air Quality - Explore and Visualize Missing Data
  • Air Quality - Explore Correlations
  • Air Quality - Explore Phase Checkpoint

1 Readings

  • (Optional) Downloading your Notebook, Downloading your Workspace and Refreshing your Workspace

Quiz 2

    • 1 Assignment
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1 Assignment

  • Exploring Air Quality

Resources

    • 1 Readings
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1 Readings

  • Week 2 Resources

Lecture Notes (Optional)

    • 1 Readings
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1 Readings

  • Lecture Notes W2

Designing and Implementing Your Air Quality Monitoring Project

    • 7 Videos
    • 2 Lab
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2 Labs

  • Design Phase - Estimating Missing PM2.5 Values
  • Design and Implement Phase - Estimating Between Sensors and Constructing a Map

7 Videos

  • Air Quality - Design and Implement Phases
  • Air Quality - Establish a Baseline
  • Air Quality - Train and Test a Neural Network
  • Air Quality - Nearest Neighbor Method
  • Air Quality - Design Phase Checkpoint
  • Air Quality - Implement Phase
  • Air Quality - Project Wrap Up

End of access to Lab Notebooks

    • 1 Readings
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1 Readings

  • [IMPORTANT] Reminder about end of access to Lab Notebooks

Quiz

    • 1 Assignment
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1 Assignment

  • Air Quality Design and Implementation

Course Wrap Up

    • 2 Videos
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2 Videos

  • Tapiwa Chiwewe - Air Pollution in South Africa
  • Course Wrap Up

Resources

    • 1 Readings
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1 Readings

  • Week 3 Resources

Lecture Notes (Optional)

    • 1 Readings
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1 Readings

  • Lecture Notes W3

Auto Summary

Explore the "AI and Public Health" course, designed by Coursera, to dive into the fundamentals of AI and machine learning within the AI for Good domain. This foundation-level program spans 540 minutes and includes a practical case study with Jupyter notebook labs to develop an air quality monitoring app for Bogotá. Ideal for beginners, the course is available through Starter and Professional subscription plans. Join to harness AI for impactful public health solutions.

Robert Monarch
Instructor

Robert Monarch