Generative AI for Sustainability is a practical course designed to help learners understand, apply, and implement AI-driven solutions that address the world’s most pressing environmental challenges. As organizations worldwide commit to sustainability goals, professionals who can harness AI for climate action, resource optimization, and green innovation are becoming essential across every sector.

Generative AI for Sustainability

Recommended experience
Recommended experience
Intermediate level
Environmental professionals, data scientists, sustainability managers, and learners aiming to apply AI to green and climate-focused initiatives.
Recommended experience
Recommended experience
Intermediate level
Environmental professionals, data scientists, sustainability managers, and learners aiming to apply AI to green and climate-focused initiatives.
What you'll learn
AI for Sustainability: Use AI to address environmental challenges like resource depletion, waste management, and biodiversity protection.
Data-Driven Environmental Solutions: Analyze environmental data to build predictive models that optimize energy use and support sustainability.
AI in Technologies & Energy Systems: Learn how AI improves renewable energy, smart grids, sustainable innovations in agriculture and manufacturing.
Sustainability Strategy & Responsible AI: Build AI-driven sustainability frameworks aligned and global goals while ensuring ethical AI use.
Details to know

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9 assignments
April 2026
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There are 10 modules in this course
This module covers a quick summary of what the certification is going to cover from start to finish. Here is the brief about the structure of the overall certification: Each of our certifications follows a consistent, multimodal structure to provide a flexible learning experience. The content is available across four formats: eBooks: In-depth written material for focused learning. Audiobooks: Audio version of the eBook, perfect for learning on the go. Podcasts: Engaging audio content to reinforce key concepts. Videos: Modular video chunks, each covering a specific topic. The names of the eBooks, Audiobooks, and Podcasts are the same, ensuring you can seamlessly switch between formats without losing track of the content. Videos are divided into bite-sized modules for easier consumption, and all content across these mediums is consistent, so no matter which format you choose, the information remains the same. This gives you the freedom to learn in the way that works best for you.
What's included
9 videos1 reading1 assignment2 plugins
9 videos•Total 75 minutes
- Audiobook: Module 1: Course Introduction•6 minutes
- Module 1: Course Introduction•7 minutes
- Audiobook: Module 1: Introduction to AI and Sustainability•28 minutes
- Podcast: Module 1: Introduction to AI and Sustainability•13 minutes
- 1.1 Overview of Artificial Intelligence•4 minutes
- 1.2 Introduction to Sustainability•3 minutes
- 1.3 Sustainability Challenges•6 minutes
- 1.4 Introduction to Multi-Agent Systems•4 minutes
- 1.5 Case Study: AI Models for Climate Change Prediction•4 minutes
1 reading•Total 10 minutes
- Hands On•10 minutes
1 assignment•Total 30 minutes
- Quiz 1•30 minutes
2 plugins•Total 30 minutes
- Ebook: Module 1: Introduction to AI and Sustainability•15 minutes
- ACTIVITY: Multiple Choice•15 minutes
What's included
11 videos2 readings1 assignment2 plugins
11 videos•Total 89 minutes
- Audiobook: Module 2: AI Techniques for Sustainability Solutions•27 minutes
- Podcast: Module 2: AI Techniques for Sustainability Solutions•17 minutes
- 2.1 Understanding Sustainability Challenges and Global Responses•5 minutes
- 2.2 Applying Supervised Learning for Environmental Forecasting and Classification•5 minutes
- 2.3 Case Study: Predicting Air Quality in Beijing: A Machine Learning Approach •4 minutes
- 2.4 Unsupervised Learning for Environmental Insights and Resource Optimization•3 minutes
- 2.5 Dimensionality Reduction in Sustainability: Case Study on Precision Agriculture Using Unsupervised Learning•5 minutes
- 2.6 Basics of Reinforcement Learning•5 minutes
- 2.7 Applications of Reinforcement Learning in Resource Management and Case Study: Smart Water Grid Optimization in Barcelona•6 minutes
- 2.8 The Environmental Impact of AI Systems•4 minutes
- 2.9 Designing Energy-Efficient AI Models for Sustainability•6 minutes
2 readings•Total 20 minutes
- Hands On 1•10 minutes
- Hands On 2•10 minutes
1 assignment•Total 30 minutes
- Quiz 2•30 minutes
2 plugins•Total 30 minutes
- Ebook: Module 2: AI Techniques for Sustainability Solutions•15 minutes
- ACTIVITY: Tab•15 minutes
What's included
9 videos2 readings1 assignment2 plugins
9 videos•Total 79 minutes
- Audiobook: Module 3: AI for Climate Change Mitigation•28 minutes
- Podcast: Module 3: AI for Climate Change Mitigation•13 minutes
- 3.1 Predictive Models for Weather and Climate Pattern •8 minutes
- 3.2 Machine Learning for Climate Change Forecasting•4 minutes
- 3.3 AI-Based Risk Assessment and Mitigation •5 minutes
- 3.4 Grid Optimization and Energy Storage with AI•7 minutes
- 3.5 Demand Forecasting for Energy Consumption•4 minutes
- 3.6 AI Tools for Calculating and Reducing Carbon Footprints +•5 minutes
- 3.7 AI-Powered Emission Monitoring Systems•6 minutes
2 readings•Total 20 minutes
- Hands On 1•10 minutes
- Hands On 2•10 minutes
1 assignment•Total 30 minutes
- Quiz 3•30 minutes
2 plugins•Total 30 minutes
- Ebook: Module 3: AI for Climate Change Mitigation•15 minutes
- ACTIVITY: Case Study•15 minutes
What's included
9 videos2 readings1 assignment2 plugins
9 videos•Total 92 minutes
- Audiobook: Module 4: AI in Sustainable Energy Systems•29 minutes
- Podcast: Module 4: AI in Sustainable Energy Systems•16 minutes
- 4.1 Predictive Maintenance in Energy Systems•7 minutes
- 4.2 AI for Smart Grids and Dynamic Energy Distribution +•6 minutes
- 4.3 AI Applications for Wind and Solar Power Management•8 minutes
- 4.4 Real-Time Monitoring of Renewable Energy Sources + Optimizing Energy Production with AI•7 minutes
- 4.5 Energy Storage Management Using AI•5 minutes
- 4.6 Load Balancing for Energy Grids•7 minutes
- 4.7 AI for Optimizing Battery Performance and Storage Solutions•7 minutes
2 readings•Total 20 minutes
- Hands On 1•10 minutes
- Hands On 2•10 minutes
1 assignment•Total 30 minutes
- Quiz 4•30 minutes
2 plugins•Total 30 minutes
- Ebook: Module 4: AI in Sustainable Energy Systems•15 minutes
- ACTIVITY: Hotspot•15 minutes
What's included
10 videos2 readings1 assignment2 plugins
10 videos•Total 82 minutes
- Audiobook: Module 5: AI for Sustainable Agriculture•22 minutes
- Podcast: Module 5: AI for Sustainable Agriculture•15 minutes
- 5.1 AI for Efficient Water Use and Irrigation•5 minutes
- 5.2 Soil Health Monitoring and Management with AI•6 minutes
- 5.3 Crop Yield Prediction Using Machine Learning•7 minutes
- 5.4 Machine Learning Models for Crop Disease Identification•5 minutes
- 5.5 AI-Powered Drones and AI Applications for Sustainable Crop Health and Pesticide Management •6 minutes
- 5.6 AI-Driven Decision-Making for Farm Management•5 minutes
- 5.7 Automation in Farming, Resource Usage Reduction, and AI-Powered Market Forecasting in Agriculture•6 minutes
- 5.8 Case Study – AI in Precision Agriculture•5 minutes
2 readings•Total 20 minutes
- Hands On 1•10 minutes
- Hands On 2•10 minutes
1 assignment•Total 30 minutes
- Quiz 5•30 minutes
2 plugins•Total 30 minutes
- Ebook: Module 5: AI for Sustainable Agriculture•15 minutes
- ACTIVITY: Tab•15 minutes
What's included
11 videos1 reading1 assignment2 plugins
11 videos•Total 69 minutes
- Audiobook: Module 6: AI in Waste Management and Circular Economy •20 minutes
- Podcast: Module 6: AI in Waste Management and Circular Economy •16 minutes
- 6.1 Machine Learning in Waste Classification•6 minutes
- 6.2 Smart Recycling Systems Powered by AI•4 minutes
- 6.3 AI Applications in Waste-to-Energy Conversion•3 minutes
- 6.4 Predicting Energy Production from Waste•3 minutes
- 6.5 Optimizing Waste Processing Plants with AI•4 minutes
- 6.6 AI in Material Recovery and Reprocessing•4 minutes
- 6.7 Minimizing Waste through AI-Driven Design•4 minutes
- 6.8 AI Models for the Circular Economy in Industries•3 minutes
- 6.9 Case Study: AI for Waste Sorting and Recycling•3 minutes
1 reading•Total 10 minutes
- Hands On•10 minutes
1 assignment•Total 30 minutes
- Quiz 6•30 minutes
2 plugins•Total 30 minutes
- Ebook: Module 6: AI in Waste Management and Circular Economy •15 minutes
- ACTIVITY: Problem Statement•15 minutes
What's included
12 videos2 readings1 assignment2 plugins
12 videos•Total 80 minutes
- Audiobook: Module 7: AI for Biodiversity Conservation and Environmental Monitoringdule•20 minutes
- Podcast: Module 7: AI for Biodiversity Conservation and Environmental Monitoringdule•17 minutes
- 7.1 Satellite Imagery Analysis with AI•5 minutes
- 7.2 AI for Deforestation and Land Use Change Detection•5 minutes
- 7.3 Monitoring Water Bodies and Forests with Remote Sensing•5 minutes
- 7.4 AI-powered Solutions for Species Tracking•4 minutes
- 7.5 Machine Learning for Identifying and Protecting Endangered Species•4 minutes
- 7.6 AI for Monitoring Poaching and Illegal Activities•4 minutes
- 7.7 Ecosystem Modeling and Restoration using AI•4 minutes
- 7.8 Monitoring Biodiversity with Machine Learning•4 minutes
- 7.9 Predicting the Impact of Human Activities on Ecosystems•4 minutes
- 7.10 Case Study: AI for Deforestation Monitoring•4 minutes
2 readings•Total 20 minutes
- Hands On 1•10 minutes
- Hands On 2•10 minutes
1 assignment•Total 30 minutes
- Quiz 7•30 minutes
2 plugins•Total 30 minutes
- Ebook: Module 7: AI for Biodiversity Conservation and Environmental Monitoringdule•15 minutes
- ACTIVITY: True or False•15 minutes
What's included
12 videos1 reading1 assignment2 plugins
12 videos•Total 79 minutes
- Audiobook: Module 8: AI for Water Resource Management•21 minutes
- Podcast: Module 8: AI for Water Resource Management•14 minutes
- 8.1 Predictive Modeling for Water Demand Forecasting•5 minutes
- 8.2 AI Applications for Drought Prediction•4 minutes
- 8.3 Optimizing Water Use with AI in Agriculture and Urban Settings•5 minutes
- 8.4 AI-powered Irrigation Optimization•5 minutes
- 8.5 IoT and Machine Learning for Water Management•5 minutes
- 8.6 Precision Irrigation Systems and Their Environmental Benefits•4 minutes
- 8.7 AI for Water Contamination Detection•6 minutes
- 8.8 Real-time Monitoring of Water Bodies Using AI•4 minutes
- 8.9 Machine Learning Models for Water Purification•4 minutes
- 8.10 Case Study: AI for Smart Irrigation Systems•3 minutes
1 reading•Total 10 minutes
- Hands On•10 minutes
1 assignment•Total 30 minutes
- Quiz 8•30 minutes
2 plugins•Total 30 minutes
- Ebook: Module 8: AI for Water Resource Management•15 minutes
- ACTIVITY: Accordion•15 minutes
What's included
12 videos2 readings1 assignment2 plugins
12 videos•Total 93 minutes
- Audiobook: Module 9: AI for Sustainable Cities and Smart Urban Development•29 minutes
- Podcast: Module 9: AI for Sustainable Cities and Smart Urban Development•14 minutes
- 9.1 AI For Energy-Efficient Buildings and Urban Planning•5 minutes
- 9.2 Smart Grids, Transportation, and Waste Management Systems•6 minutes
- 9.3 AI-Driven Solutions For Urban Air Quality Monitoring•5 minutes
- 9.4 AI in Autonomous Vehicles and Electric Transportation•5 minutes
- 9.5 Smart Traffic Management with AI•5 minutes
- 9.6 AI-Powered Solutions For Sustainable Public Transport•5 minutes
- 9.7 Optimizing Resource Consumption in Cities Using AI•6 minutes
- 9.8 AI For Waste Reduction and Management in Urban Settings•6 minutes
- 9.9 Real-Time Urban Monitoring and Data Analysis•7 minutes
- 9.10 Case Study: AI for Urban Air Quality Monitoring•3 minutes
2 readings•Total 20 minutes
- Hands On 1•10 minutes
- Hands On 2•10 minutes
1 assignment•Total 30 minutes
- Quiz 9•30 minutes
2 plugins•Total 30 minutes
- Ebook: Module 9: AI for Sustainable Cities and Smart Urban Development•15 minutes
- ACTIVITY: Scenario Activity•15 minutes
What's included
6 videos1 plugin
6 videos•Total 62 minutes
- Audiobook: Module 10: Capstone Project: Designing an AI Solution for a Sustainability Challenge•29 minutes
- Podcast: Module 10: Capstone Project: Designing an AI Solution for a Sustainability Challenge•14 minutes
- 10.1 Problem Identification and Data Collection•7 minutes
- 10.2 Building and Implementing AI Models•4 minutes
- 10.3 Evaluation and Impact Assessment•2 minutes
- Module 10: Course Summary •7 minutes
1 plugin•Total 15 minutes
- Ebook: Module 10: Capstone Project: Designing an AI Solution for a Sustainability Challenge•15 minutes
Instructor

Why people choose Coursera for their career

Felipe M.

Jennifer J.

Larry W.


