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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
Syllabus
Introduction to AI and Climate Change
Wind Power Forecasting
Monitoring Biodiversity
Read more
Monitoring Biodiversity Loss
Good to know
Good to know
Know what's good ,
what to watch for , 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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Save AI and Climate Change to your list so you can find it easily later:
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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
Show steps
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
Show steps
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
Show steps
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
Show steps
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
Show steps
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
Show steps
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
Show steps
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
Show steps
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
Organize and review course materials
Show steps
Foster your learning by actively organizing and reviewing course materials to reinforce your understanding.
Show steps
Show steps
Show steps
- Gather lecture notes, readings, and assignments
- Create a study schedule and review plan
Review statistical techniques
Show steps
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
Show steps
Show steps
- Review principles of probability and statistics
- Practice interpreting statistical data
- Use statistical software or online tools
Practice time series analysis
Show steps
Reinforce your understanding of time series analysis techniques through repetitive exercises.
Browse courses on
Time Series Analysis
Show steps
Show steps
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
Show steps
Enhance your comprehension and critical thinking skills by engaging in discussions with peers.
Show steps
Show steps
Show steps
- Join study groups or online discussion forums
- Share perspectives and actively participate in discussions
Explore AI applications in climate change
Show steps
Supplement your learning by exploring practical applications of AI in addressing climate change through tutorials.
Browse courses on
AI Applications
Show steps
Show steps
Show steps
- Search for online tutorials or workshops
- Follow step-by-step instructions
Participate in a climate action organization
Show steps
Enhance your learning by applying your knowledge and skills in a practical setting through volunteering.
Browse courses on
Climate Action
Show steps
Show steps
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
Show steps
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
Show steps
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
Show steps
Deepen your understanding and gain practical experience by contributing to real-world climate change projects.
Show steps
Show steps
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 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.
Environmental Engineer
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.
Renewable Energy 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.
Machine Learning Engineer
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.
Climate Policy Analyst
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.
Data Scientist
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.
Climate Writer
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.
Sustainability Consultant
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.
Conservationist
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.
Environmental Educator
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.
Environmental Lawyer
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.
Climate Activist
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.
Geologist
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.
Meteorologist
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.
Climate Modeler
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.
For more career information including salaries, visit:
OpenCourser.com/course/1512sy/ai
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.
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.
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.
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.
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.
Provides a comprehensive overview and history of extinction events on Earth. It useful reference for understanding the potential impacts of climate change on biodiversity.
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.
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.
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.
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.
For more information about how these books relate to this course, visit:
OpenCourser.com/course/1512sy/ai
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Level
Introductory
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DeepLearning.AI
Instructor
Robert Monarch
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English
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This course belongs to a
collection
called
AI for Good. It's comprised of three courses:
- AI and Public Health
- AI and Disaster Management
- AI and Climate Change (viewing)
Good to know
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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