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AI and Climate Change

Robert Monarch

In this course, you’ll start with a review of the mechanisms behind anthropogenic climate change and its impact on global temperatures and weather patterns. You will work through two case studies, one using time series analysis for wind power forecasting and another using computer vision for biodiversity monitoring. Both case studies are examples of where AI techniques can be part of the solution when it comes to the mitigation of and adaptation to climate change.

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What's inside

Syllabus

Introduction to AI and Climate Change
Wind Power Forecasting
Monitoring Biodiversity
Read more

Traffic lights

Read about what's good
what should give you pause
and possible dealbreakers
Covers advanced applications of AI, making it suitable for learners looking to stay updated on the latest trends
May not be the best fit for beginners without prior exposure to AI and climate change concepts
Has a clear focus on the intersection of AI and climate change, addressing a pressing global issue
Fits well for learners interested in the ethical and societal implications of AI in the context of climate change
May not be suitable for learners seeking a comprehensive overview of AI beyond its applications in climate change
Taught by Dr. Robert Monarch, a leading researcher in AI and climate change

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Reviews summary

Ai applications for climate action

According to learners, this course offers a largely positive and highly relevant exploration of AI's role in addressing climate change. Students particularly praise the practical applications and real-world case studies, such as wind power forecasting and biodiversity monitoring, which provide tangible examples of AI solutions. The well-structured content and clear explanations make complex concepts accessible, though some note that a prior technical background in AI or programming is beneficial for a smoother learning experience. Overall, it provides a strong foundation for applying AI to critical environmental challenges.
Addresses urgent and contemporary global challenges.
"The subject matter is incredibly <timely and critical> given the current global climate crisis."
"It’s inspiring to learn about <AI applications> for such a vital area of research and action."
"I found the course to be very <relevant to current environmental discussions> and practical solutions."
Effectively bridges AI technology and climate science.
"This course perfectly connects <artificial intelligence> with the pressing issues of <climate change>."
"It's a unique offering that skillfully integrates <technical AI skills> with environmental awareness."
"I particularly enjoyed the balance between explaining <AI techniques> and their <climate relevance>."
Complex AI and climate topics made accessible.
"The <instructors> delivered complex material with impressive clarity, making it easy to follow."
"I found the <lectures> to be very well-explained, especially for someone new to climate modeling."
"Even challenging AI concepts were presented in an <understandable and engaging> way."
Applies AI to real-world climate challenges effectively.
"The hands-on examples like <wind power forecasting> were incredibly useful and showed real application."
"I appreciated seeing how AI could be applied to <biodiversity monitoring>; it made the theory concrete."
"This course is great for understanding <AI's role in environmental solutions> through practical scenarios."
Beneficial for learners with prior AI or programming knowledge.
"I would recommend having a <basic understanding of Python> and machine learning before starting this course."
"Some sections felt quite fast-paced, especially if you don't have a <solid AI foundation>."
"While introductory, it's better if you've already completed a general <machine learning course>."

Activities

Be better prepared before your course. Deepen your understanding during and after it. Supplement your coursework and achieve mastery of the topics covered in AI and Climate Change with these activities:
Organize and review course materials
Foster your learning by actively organizing and reviewing course materials to reinforce your understanding.
Show steps
  • Gather lecture notes, readings, and assignments
  • Create a study schedule and review plan
Review statistical techniques
Refresh your understanding of statistical techniques to prepare for the mathematical aspects of this course on climate change.
Browse courses on Statistical Techniques
Show steps
  • Review principles of probability and statistics
  • Practice interpreting statistical data
  • Use statistical software or online tools
Practice time series analysis
Reinforce your understanding of time series analysis techniques through repetitive exercises.
Browse courses on Time Series Analysis
Show steps
  • Solve practice problems
  • Use time series analysis software
Five other activities
Expand to see all activities and additional details
Show all eight activities
Engage in peer discussions on course topics
Enhance your comprehension and critical thinking skills by engaging in discussions with peers.
Show steps
  • Join study groups or online discussion forums
  • Share perspectives and actively participate in discussions
Explore AI applications in climate change
Supplement your learning by exploring practical applications of AI in addressing climate change through tutorials.
Browse courses on AI Applications
Show steps
  • Search for online tutorials or workshops
  • Follow step-by-step instructions
Participate in a climate action organization
Enhance your learning by applying your knowledge and skills in a practical setting through volunteering.
Browse courses on Climate Action
Show steps
  • Research local climate action organizations
  • Contact organizations and inquire about volunteer opportunities
  • Attend volunteer events or participate in campaigns
Develop an infographic on climate change impacts
Synthesize your understanding by creating a visual representation of the impacts of climate change on the environment.
Browse courses on Climate Change Impacts
Show steps
  • Gather data and research statistics
  • Design the infographic using visual elements
  • Present the infographic to peers or share online
Contribute to an open-source project on climate change
Deepen your understanding and gain practical experience by contributing to real-world climate change projects.
Show steps
  • Explore open-source platforms like GitHub
  • Identify projects related to climate change
  • Fork and contribute to the project

Career center

Learners who complete AI and Climate Change will develop knowledge and skills that may be useful to these careers:
Climate Scientist
Climate Scientists study the Earth's climate system. It is a key role in promoting climate awareness, which is essential to solving the global problems that this course aims to address. Additionally, AI is emerging as a tool for Climate Scientists, so taking this course can put you ahead in the field.
See salaries and explore the career path for Climate Scientist
Environmental Engineer
Environmental Engineers use engineering principles to help protect the environment and human health. One way they do this is by making sure that human activities do not harm the environment. Climate change is one of the biggest challenges we face, so Environmental Engineers will need to be able to work with AI to find solutions. This course may be helpful in getting started.
See salaries and explore the career path for Environmental Engineer
Renewable Energy Engineer
Renewable Energy Engineers design and build systems that use renewable energy sources like solar and wind power. As the world looks to move away from fossil fuels, Renewable Energy Engineers will be in high demand. Wind power forecasting is a key part of planning for a renewable energy future, so taking this course could give you a competitive advantage when applying for jobs in this field.
See salaries and explore the career path for Renewable Energy Engineer
Data Scientist
Data Scientists use data to solve problems. They work in a variety of industries, including the environmental sector. As AI becomes more and more important in the fight against climate change, Data Scientists will need to be able to work with AI to find solutions. This course will give you the skills you need to be a successful Data Scientist in the environmental sector.
See salaries and explore the career path for Data Scientist
Machine Learning Engineer
Machine Learning Engineers build and deploy machine learning models. They work in a variety of industries, including the environmental sector. As AI becomes more and more important in the fight against climate change, Machine Learning Engineers will be in high demand. This course is a great way to develop the skills you need to become a Machine Learning Engineer in the environmental sector.
See salaries and explore the career path for Machine Learning Engineer
Climate Policy Analyst
Climate Policy Analysts develop and analyze policies to address climate change. They work for governments, businesses, and non-profit organizations. As AI becomes more and more important in the fight against climate change, Climate Policy Analysts will need to be able to work with AI to find solutions. This course is a great way to develop the skills you need to become a Climate Policy Analyst.
See salaries and explore the career path for Climate Policy Analyst
Sustainability Consultant
Sustainability Consultants help businesses and organizations improve their environmental performance. They work in a variety of industries, including the energy, transportation, and manufacturing sectors. As AI becomes more and more important in the fight against climate change, Sustainability Consultants will need to be able to work with AI to find solutions. This course may be helpful in getting started in this field.
See salaries and explore the career path for Sustainability Consultant
Environmental Lawyer
Environmental Lawyers help enforce environmental laws and regulations. They work for governments, businesses, and non-profit organizations. As AI becomes more and more important in the fight against climate change, Environmental Lawyers will need to be able to work with AI to find solutions. This course may be helpful in getting started in this field.
See salaries and explore the career path for Environmental Lawyer
Environmental Educator
Environmental Educators teach people about the environment and how to protect it. They work in a variety of settings, including schools, museums, and nature centers. As AI becomes more and more important in the fight against climate change, Environmental Educators will need to be able to use AI to teach people about climate change and how to solve it. This course may be helpful in getting started in this field.
See salaries and explore the career path for Environmental Educator
Conservationist
Conservationists work to protect natural resources and wildlife. They work for governments, non-profit organizations, and private landowners. As AI becomes more and more important in the fight against climate change, Conservationists will need to be able to work with AI to find solutions. This course may be helpful in getting started in this field.
See salaries and explore the career path for Conservationist
Climate Activist
Climate Activists work to raise awareness of climate change and advocate for policies to address it. They work for a variety of organizations, including non-profits, grassroots groups, and political campaigns. As AI becomes more and more important in the fight against climate change, Climate Activists will need to be able to use AI to spread awareness and advocate for change. This course may be helpful in getting started in this field.
See salaries and explore the career path for Climate Activist
Climate Writer
Climate Writers write about climate change for a variety of audiences, including the general public, policymakers, and scientists. As AI becomes more and more important in the fight against climate change, Climate Writers will need to be able to use AI to communicate the latest research and findings. This course may be helpful in getting started in this field.
See salaries and explore the career path for Climate Writer
Climate Modeler
Climate Modelers use computer models to simulate the Earth's climate system. They use these models to study climate change and predict future climate conditions. As AI becomes more and more important in the fight against climate change, Climate Modelers will need to be able to work with AI to find solutions. This course is a great way to develop the skills you need to become a Climate Modeler.
See salaries and explore the career path for Climate Modeler
Meteorologist
Meteorologists study the Earth's atmosphere and weather patterns. They use this knowledge to forecast the weather and predict future climate conditions. As AI becomes more and more important in the fight against climate change, Meteorologists will need to be able to work with AI to find solutions. This course may be helpful in getting started in this field.
See salaries and explore the career path for Meteorologist
Geologist
Geologists study the Earth's surface and subsurface. They use this knowledge to understand the Earth's history and evolution. As AI becomes more and more important in the fight against climate change, Geologists will need to be able to work with AI to find solutions. This course may be helpful in getting started in this field.
See salaries and explore the career path for Geologist

Reading list

We've selected nine books that we think will supplement your learning. Use these to develop background knowledge, enrich your coursework, and gain a deeper understanding of the topics covered in AI and Climate Change.
Cover image
Drawdown
Save
Provides a detailed plan for addressing climate change and reducing greenhouse gas emissions. It valuable resource for understanding the potential solutions to climate change.
Drawdown: The Most Comprehensive Plan Ever Proposed...
Paperback
$$
(Deutsch) Drawdown - der Plan: Wie wir die Erderwärmung...
Kindle Edition
$$
Drawdown. Comment inverser le cours du...
Paperback
$$$
Cover image
The Uninhabitable Earth (Adapted for Young Adults)
Save
Explores the potential consequences of climate change, including extreme weather events, sea level rise, and food shortages. It thought-provoking read that highlights the urgency of addressing climate change.
The Uninhabitable Earth (Adapted for Young Adults)
Paperback
Check
The Uninhabitable Earth (Adapted for Young Adults)
Kindle Edition
Check
Cover image
Antivaccination and Vaccine Hesitancy
Save
Provides a practical guide to climate finance, including the sources of climate finance and the mechanisms for delivering climate finance. It valuable resource for understanding the financing of climate change mitigation and adaptation.
Antivaccination and Vaccine Hesitancy
Paperback
$$
Antivaccination and Vaccine Hesitancy: A...
Kindle Edition
$$
Cover image
The Economics of Climate Change
Save
Provides a comprehensive overview of the economics of climate change, including the costs and benefits of climate change mitigation and adaptation. It valuable resource for understanding the economic implications of climate change.
The Economics of Climate Change: The Stern Review
Kindle Edition
$$$
The Economics of Climate Change in China: Towards a...
Kindle Edition
$$$
The Global Development of Policy Regimes to Combat...
Hardcover
$$$$
Cover image
The Sixth Extinction (10th Anniversary Edition)
Save
Provides a comprehensive overview and history of extinction events on Earth. It useful reference for understanding the potential impacts of climate change on biodiversity.
The Sixth Extinction (Tenth Anniversary Edition)
Audible Audiobook
$$
Cover image
Renewable Energy Resources
Save
Provides a comprehensive overview of renewable energy technologies, including wind power, solar power, and biomass. It valuable resource for understanding the potential of renewable energy to mitigate climate change.
Renewable Energy Resources
Paperback
Check
Renewable Energy Resources
Kindle Edition
Check
Cover image
Strange Natures
Save
Provides a practical guide to biodiversity conservation, including strategies for monitoring biodiversity, managing protected areas, and restoring degraded ecosystems. It valuable resource for understanding the challenges and opportunities of biodiversity conservation in the face of climate change.
Strange Natures: Conservation in the Era of...
Hardcover
$$
Strange Natures: Conservation in the Era of...
Kindle Edition
$$
Cover image
Climate Change: A Very Short Introduction
Save
Provides a concise and accessible overview of climate change, including its causes, impacts, and potential solutions. It useful reference for understanding the basics of climate change.
Climate Change: A Very Short Introduction (Very...
Paperback
$$
Global Warming: A Very Short Introduction
Paperback
$
Climate Change: A Very Short Introduction (Very...
Paperback
$$
Climate Change: A Very Short Introduction (Chinese...
Paperback
$$
Climate Change: A Very Short Introduction (Very...
Kindle Edition
$
Global Warming: A Very Short Introduction (Very...
Kindle Edition
$
Cover image
Tech Trends in Practice
Save
Provides a comprehensive overview of artificial intelligence, including machine learning, deep learning, and natural language processing. It valuable resource for understanding the potential of AI to address climate change.
Tech Trends in Practice
Paperback
Check
Tech Trends in Practice
Kindle Edition
Check

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Level
Introductory
Via
Coursera
Institution
DeepLearning.AI
Instructor
Robert Monarch
Language
English
Transcripts
Español Français Português Deutsch Italiano 中文 العربية 한국어 日本語 हिंदी Nederlands Svenska Pусский Türkçe Polski Ελληνικά українська мова magyar nyelv Bahasa Indonesia ไทย қазақша اُردُو, فارسی বাংলা پښتو آذربایجان دیلی
This course belongs to a collection called AI for Good. It's comprised of three courses:
  1. AI and Public Health
  2. AI and Disaster Management
  3. AI and Climate Change (viewing)
Traffic lights
Read about what's good
what should give you pause
and possible dealbreakers
Covers advanced applications of AI, making it suitable for learners looking to stay updated on the latest trends
May not be the best fit for beginners without prior exposure to AI and climate change concepts
Has a clear focus on the intersection of AI and climate change, addressing a pressing global issue
Fits well for learners interested in the ethical and societal implications of AI in the context of climate change
May not be suitable for learners seeking a comprehensive overview of AI beyond its applications in climate change
Taught by Dr. Robert Monarch, a leading researcher in AI and climate change
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