AI for Climate

AI for Climate (slides) English Español Português

Climate Change AI

Overview lecture Introductory Educational materials Global Cross-cutting Climate Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

Global carbon emissions in 2023

Zhu Liu; Zhu Deng; Steven J. Davis; Philippe Ciais

Journal article Intermediate Research Global Earth Observation & Monitoring Climate Science & Modeling

Emission pathways towards Paris agreement

Fakta o klimatu

Blog post Introductory Educational materials Global Climate Science & Modeling

Climate change: Why higher education matters?

Walter Leal Filho; Yusuf A. Aina; Maria Alzira Pimenta Dinis; Wendy Purcell; Gustavo J. Nagy

Journal article Intermediate Research Global Behavioral and Social Science

Tackling Climate Change with Machine Learning

David Rolnick; Priya L. Donti; Lynn H. Kaack; Kelly Kochanski; Alexandre Lacoste; Kris Sankaran; Andrew Slavin Ross; Nikola Milojevic-Dupont; Natasha Jaques; Anna Waldman-Brown; Alexandra Luccioni; Tegan Maharaj; Evan D. Sherwin; S. Karthik Mukkavilli; Konrad P. Kording; Carla P. Gomes; Andrew Y. Ng; Demis Hassabis; John C. Platt; Felix Creutzig; Jennifer Chayes; Yoshua Bengio.

Journal article Introductory Research Global Cross-cutting Climate Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

MapBiomas infographics

MapBiomas

Web application Intermediate NGO/non-profit South America Land Use Forests Fire Agriculture & Food Supervised Learning Computer Vision & Remote Sensing

PrevisIA deforestation risk map

PrevisIA

Web application Intermediate NGO/non-profit South America Land Use Forests Fire Agriculture & Food Supervised Learning Computer Vision & Remote Sensing Supervised Learning

From Biogas and Hydrogen to Microbial Protein Through Co-Cultivation of Methane and Hydrogen Oxidizing Bacteria

Frederiek-Maarten Kerckhof; Myrsini Sakarika; Marie Van Giel; Maarten Muys; Pieter Vermeir; Jo De Vrieze; Siegfried E. Vlaeminck; Korneel Rabaey; Nico Boo

Journal article Advanced Research Global Agriculture & Food Power & Energy Supervised Learning Supervised Learning

Adversarial super-resolution of climatological wind and solar data

Karen Stengel; Andrew Glaws; Dylan Hettinger; Ryan N. King

Journal article Advanced Research Global Weather & Climate Supervised Learning Generative Modeling

Position: Application-Driven Innovation in Machine Learning

David Rolnick; Alan Aspuru-Guzik; Sara Beery; Bistra Dilkina; Priya L. Donti; Marzyeh Ghassemi; Hannah Kerner; Claire Monteleoni; Esther Rolf; Milind Tambe; Adam White

Conference paper Introductory Research Global Cross-cutting Climate Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI

The Values Encoded in Machine Learning Research

Abeba Birhane; Pratyusha Kalluri; Dallas Card; William Agnew; Ravit Dotan; Michelle Bao

Conference paper Intermediate Research Global Reinforcement Learning Unsupervised Learning Supervised Learning Cross-cutting AI

Climate Change and Machine Learning: Opportunities, Challenges, and Considerations

Priya Donti; David Rolnick; Lynn H. Kaack

Tutorial Introductory Educational materials Global Cross-cutting Climate Reinforcement Learning Supervised Learning Unsupervised Learning Cross-cutting AI Computer Vision & Remote Sensing

Using Non-Linear Causal Models to Study Aerosol-Cloud Interactions in the Southeast Pacific

Andrew Jesson; Peter Manshausen; Alyson Douglas; Duncan Watson-Parris; Yarin Gal; Philip Stier

Workshop paper Advanced Research Global Climate Science & Modeling Supervised Learning Causal & Bayesian Methods

AutoML for climate change: A call to action

Renbo Tu; Nicholas Roberts; Vishak Prasad; Sibasis Nayak; Paarth Jain; Frederic Sala; Ganesh Ramakrishnan; Ameet Talwalkar; Willie Neiswanger; Colin White

Workshop paper Advanced Research Global Climate Science & Modeling Weather & Climate Chemistry & Materials Supervised Learning Hybrid Physical Models Natural Language Processing Computer Vision & Remote Sensing

A Comprehensive Survey on Safe Reinforcement Learning

García Javier; Fernández Fernando

Journal article Advanced Research Global Reinforcement Learning Reinforcement Learning

Climate Change 2021: The Physical Science Basis (AR6 WGI)

Intergovernmental Panel on Climate Change (IPCC)

Report (international organization) International organization Global Weather & Climate Extreme Weather Climate Science & Modeling

Climate Change 2022: Impacts, Adaptation, and Vulnerability (AR6 WGII)

Intergovernmental Panel on Climate Change (IPCC)

Report (international organization) International organization Global Weather & Climate Disaster Management and Relief Oceans & Marine Systems Ecosystems & Biodiversity Extreme Weather Fire Forests Health Societal Adaptation & Resilience

Climate Change 2022: Mitigation of Climate Change (AR6 WGIII)

Intergovernmental Panel on Climate Change (IPCC)

Report (international organization) International organization Global Agriculture & Food Behavioral and Social Science Buildings Carbon Capture & Sequestration Chemistry & Materials Cities & Urban Planning Climate Finance & Economics Climate Justice Climate Policy Forests Heavy Industry and Manufacturing Land Use Power & Energy Public Policy Transportation Supply Chains

A Detailed Comprehensive Role of Digital Technologies in Green Finance Initiative for Net-Zero Energy Transition

Furkan Ahmad; Ameni Boumaiza; Antonio Sanfilippo; Luluwah Al-Fagih

Journal article Intermediate Research Global Climate Finance & Economics