Professional CertificateBeginner3 Course Modules

AI for Good

Instructors: Robert Monarch

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AI for Good

Beginner

3 Courses

118 Video Lessons

34 Reading Lessons

17 Practices

Instructor: Robert Monarch

DeepLearning.AI

DeepLearning.AI

What you'll learn

  • Master a step-by-step framework for the development of AI projects.

  • Analyze data and build AI models for projects focused on air quality, wind energy, biodiversity monitoring, and disaster management.

  • Explore real-world case studies related to public health, climate change, and disaster management.

About this certificate

The AI for Good Professional Certificate is a three-course program from DeepLearning.AI that teaches you how to apply AI to some of society's most pressing challenges. You'll work through real projects spanning public health, climate change, and disaster management, designing and building solutions alongside the practitioners who deploy them in the field.

At the heart of the specialization is a four-phase project framework — Explore, Design, Implement, and Evaluate — that you'll apply repeatedly across diverse problem domains. Each project walks you through the full lifecycle: engaging stakeholders, defining the problem, determining whether AI is actually the right tool, prototyping a model, and evaluating real-world impact.

Beyond the technical skills, the specialization develops the judgment needed to scope AI projects responsibly. You'll examine case studies from leading researchers and practitioners, think critically about data privacy and ethical deployment, and learn how to communicate results to non-technical stakeholders. By the end, you'll have a portfolio of completed projects and a repeatable framework you can apply to AI for Good problems in your own community or organization.

Learn through real-world projects

Instructor

Robert Monarch

Robert Monarch

In partnership with Microsoft’s AI for Good Lab

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These courses were built in partnership with researchers at the Microsoft AI for Good Lab who offered their subject matter expertise throughout the development of the program.

Who should join?

The AI for Good Specialization is designed to be accessible for everyone. We recommend some experience working with data, and performing some basic analysis on your data using tools such as spreadsheets. Whether you’re a student, professional, or someone passionate about making a positive impact on society and the environment, this program provides the tools and knowledge you will need to work on AI for Good initiatives.

Skills you will gain

AI for Good project framework
Jupyter Notebooks
Supervised Machine Learning
Computer Vision
Natural Language Processing
Exploratory Data Analysis
Time Series Analysis
Air Quality Monitoring
Biodiversity Monitoring
Wind Power Generation Modeling
Topic Modeling
Damage Assessment

Learner Reviews

Course Slides

You can download the annotated version of the course slides below.

*Note: The slides might not reflect the latest course video slides. Please refer to the lecture videos for the most up-to-date information. We encourage you to make your own notes.

Frequently Asked Questions

Course Outline

37 Video Lessons • 11 Reading Lessons • 3 Practices

Welcome to AI for Good

Video • 10 mins

What is "AI for Good"?

Video • 7 mins

The Courses in this Specialization

Video • 3 mins

Charles Onu - Identifying Asphyxiation in Babies' Cries

Video • 4 mins

Quick Summary - What is AI?

Video • 5 mins

Quick Summary - How Supervised Learning Works

Video • 5 mins

Considering the Impact of Your AI for Good Project

Video • 10 mins

Juan Lavista Ferres - Microsoft AI for Good Lab

Video • 3 mins

What is AI for Good?

Graded・Quiz • 30 mins

Week 1 Summary

Video • 4 mins

Felipe Oviedo - Anomaly Detection in Breast Cancer Imaging

Video • 6 mins

Acknowledgements

Reading • 10 mins

Join the DeepLearning.AI Forum to ask questions, get support, or share amazing ideas!

Reading • 2 mins

Week 1 Resources

Reading • 10 mins

Week 1 Lecture Notes

Reading • 1 min

Refreshing your Workspace and Downloading Your Notebook

Reading • 5 mins

AI for Good

Beginner

3 Courses

118 Video Lessons

34 Reading Lessons

17 Practices

Instructor: Robert Monarch

DeepLearning.AI

DeepLearning.AI

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