Practical Challenges and Best Practices

Practical Challenges and Best Practices (slides) English Español Português

Climate Change AI

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

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.

Video series Introductory Research Global Cross-cutting Climate Reinforcement Learning Supervised Learning Unsupervised Learning

Climate Change and AI: Recommendations for government action

Climate Change AI for Global Partnership on AI

Report (NGO/non-profit) Introductory Research Global Cross-cutting Climate Reinforcement Learning Supervised Learning Unsupervised Learning

Measuring the environmental impacts of AI

Organisation for Economic Co-operation and Development (OECD)

Preprint paper Intermediate International organization Global Impact Assessment Reinforcement Learning Supervised Learning Unsupervised Learning

LAC Climate Edge Report – Landscape overview of Climate Tech

Reciprocal

Report (NGO/non-profit) Introductory NGO/non-profit South America Cross-cutting Climate

EU Artificial Intelligence Act

European Union

Policy document Advanced Policy Europe Impact Assessment Reinforcement Learning Supervised Learning Unsupervised Learning

US OSTP Blueprint for an AI Bill of Rights

US Office of Science and Technology Policy

Policy document Advanced Policy North America Impact Assessment Reinforcement Learning Supervised Learning Unsupervised Learning

Biden-Harris Executive Order on AI

US Government

Policy document Advanced Policy North America Impact Assessment Reinforcement Learning Supervised Learning Unsupervised Learning

African Union Continental Artificial Intelligence Strategy

African Union

Policy document Intermediate Policy Africa Impact Assessment Reinforcement Learning Supervised Learning Unsupervised Learning

Climate Smart Shrimp Tool

Conservation International

Web application Intermediate Research Asia Ecology Supervised Learning

SpeciesNet

Tomer Gadot; Ștefan Istrate; Hyungwon Kim; Dan Morris; Sara Beery; Tanya Birch; Jorge Ahumada

Data/Code Repository Advanced Research Global Ecosystems & Biodiversity Supervised Learning

Hugging Face Model Cards Writing Tool

Hugging Face

Tool Introductory Industry Global Reinforcement Learning Supervised Learning Unsupervised Learning

GainForest.Earth App

GainForest.Earth

Web application Introductory Global Forests Supervised Learning

The FAIR Guiding Principles for scientific data management and stewardship

Mark D. Wilkinson; Michel Dumontier; IJsbrand Jan Aalbersberg; Gabrielle Appleton; Myles Axton; Arie Baak; Niklas Blomberg; Jan-Willem Boiten; Luiz Bonino da Silva Santos; Philip E. Bourne; Jildau Bouwman; Anthony J. Brookes; Tim Clark; Mercè Crosas; Ingrid Dillo; Olivier Dumon; Scott Edmunds; Chris T. Evelo; Richard Finkers; Alejandra Gonzalez-Beltran; Alasdair J.G. Gray; Paul Groth; Carole Goble; Jeffrey S. Grethe; Jaap Heringa; Peter A.C ’t Hoen; Rob Hooft; Tobias Kuhn; Ruben Kok; Joost Kok; Scott J. Lusher; Maryann E. Martone; Albert Mons; Abel L. Packer; Bengt Persson; Philippe Rocca-Serra; Marco Roos; Rene van Schaik; Susanna-Assunta Sansone; Erik Schultes; Thierry Sengstag; Ted Slater; George Strawn; Morris A. Swertz; Mark Thompson; Johan van der Lei; Erik van Mulligen; Jan Velterop; Andra Waagmeester; Peter Wittenburg; Katherine Wolstencroft; Jun Zhao; Barend Mons

Journal article Introductory Research Global Reinforcement Learning Supervised Learning Unsupervised Learning

The CARE Principles for Indigenous Data Governance

Stephanie Russo Carroll; Maui Hudson; Jan Chapman; Oscar Luis Figueroa-Rodríguez; Jarita Holbrook; Ray Lovett; Simeon Materechera; Mark Parsons; Kay Raseroka; Desi Rodriguez-Lonebear; Robyn Rowe; Rodrigo Sara; Jennifer Walker

Journal article Introductory Research Global Local and Indigenous Knowledge Systems Reinforcement Learning Supervised Learning Unsupervised Learning

ML Model Cards

Trail ML

Blog post Introductory Industry Global Reinforcement Learning Supervised Learning Unsupervised Learning

Code Green

Digital Futures Lab and Earth Venture Foundation

Podcast Introductory NGO/non-profit Global Cross-cutting Climate Reinforcement Learning Supervised Learning Unsupervised Learning

The CityLearn Challenge

The CityLearn Challenge Team

Challenge Intermediate Research Global Buildings Power & Energy Reinforcement Learning

XPrize Rainforest

XPrize

Challenge Advanced Research Global Forests Reinforcement Learning Supervised Learning Unsupervised Learning

Deep learning of nanoporous materials for chemical separations

Gustavo Perez

Blog post Intermediate Research Global Chemistry & Materials Supervised Learning

Images of AI library

Better Images of AI

Data/Code Repository Intermediate NGO/non-profit Global Supervised Learning Unsupervised Learning

Better Images of AI: A Guide for Users and Creators

Kanta Dihal; Tania Duarte

Report (NGO/non-profit) Introductory NGO/non-profit Global Supervised Learning Unsupervised Learning

Archival Images of AI Playbook: How to Create Better Images of AI through Digital Heritage

Flynn Ploipalin; Nadia Piet; Dominika Cupkova; Cristobal Ascencio; Hanna Barakat; Zeina Saleem; Eryk Salvaggio

Report (NGO/non-profit) Introductory NGO/non-profit Global Supervised Learning Unsupervised Learning

Guide to Attributing Better Images of AI

Better Images of AI

Report (NGO/non-profit) Introductory NGO/non-profit Global Supervised Learning Unsupervised Learning

AfriNet: Connecting Africa Through Climate Data

AfriClimate AI

Data/Code Repository Intermediate NGO/non-profit Africa Weather & Climate Supervised Learning

Artificial Intelligence for Climate Action: Advancing Mitigation and Adaptation in Developing Countries

UNFCCC TEC-CTCN Initiative on AI for Climate Action

Report (international organization) Introductory International organization Global Cross-cutting Climate Reinforcement Learning Supervised Learning Unsupervised Learning

Integrating AI into Climate Action: Enhancing Climate Technology Capacity in Asia-Pacific Countries

UNFCCC TEC-CTCN Initiative on AI for Climate Action

Report (international organization) Introductory International organization Asia Cross-cutting Climate Reinforcement Learning Supervised Learning Unsupervised Learning

Bezos Earth Fund Climate and Nature Grand Challenge

Bezos Earth Fund

Challenge Advanced Philantropy Global Cross-cutting Climate Reinforcement Learning Supervised Learning Unsupervised Learning

Google.org Impact Challenges

Google

Challenge Advanced Industry Global Cross-cutting Climate Reinforcement Learning Supervised Learning Unsupervised Learning

Manchester Prize for AI in energy, environment and infrastructure

UK Department for Science, Innovation and Technology

Challenge Advanced Policy Europe Cross-cutting Climate Reinforcement Learning Supervised Learning Unsupervised Learning

Microsoft AI for Earth Grants

Microsoft

Challenge Advanced Industry Global Cross-cutting Climate Reinforcement Learning Supervised Learning Unsupervised Learning

Climate Change AI Innovation Grants

Climate Change AI

Challenge Advanced NGO/non-profit Global Cross-cutting Climate Reinforcement Learning Supervised Learning Unsupervised Learning

Lacuna Fund Call for Datasets for Machine Learning for Climate

Lacuna Fund

Challenge Advanced Philantropy Global Cross-cutting Climate Reinforcement Learning Supervised Learning Unsupervised Learning

Mozilla Technology Fund Cohort on Open-Source AI for Environmental Justice

Mozilla

Challenge Advanced NGO/non-profit Global Cross-cutting Climate Reinforcement Learning Supervised Learning Unsupervised Learning

Africa Policy Tool

AI for Development (AI4D) Africa

Challenge Intermediate NGO/non-profit Africa Reinforcement Learning Supervised Learning Unsupervised Learning

Caltech Computer Vision for Ecology Workshop

Caltech

Lecture series Intermediate Educational materials Global Ecology Supervised Learning

Climate Change AI Summer School

Climate Change AI

Lecture series Introductory Educational materials Global Cross-cutting Climate Reinforcement Learning Unsupervised Learning Supervised Learning

AfriWiki

AfriClimate AI

Tool Introductory NGO/non-profit Africa Cross-cutting Climate Climate Justice Unsupervised Learning Supervised Learning Reinforcement Learning

GeoAI-Africa

Web application Introductory NGO/non-profit Africa Cross-cutting Climate Behavioral and Social Science Reinforcement Learning Supervised Learning Unsupervised Learning

Computational Sustainability Network

Web application Introductory NGO/non-profit Global Cross-cutting Climate Behavioral and Social Science Reinforcement Learning Supervised Learning Unsupervised Learning

Climate Informatics

Web application Introductory Research Global Cross-cutting Climate Climate Science & Modeling Reinforcement Learning Supervised Learning Unsupervised Learning

Work on Climate

Web application Introductory NGO/non-profit Global Cross-cutting Climate Behavioral and Social Science Reinforcement Learning Supervised Learning Unsupervised Learning

Digital Futures Lab

Web application Introductory NGO/non-profit Asia Cross-cutting Climate Behavioral and Social Science Reinforcement Learning Supervised Learning Unsupervised Learning

Data Science Africa

Web application Introductory NGO/non-profit Africa Reinforcement Learning Supervised Learning Unsupervised Learning

Deep Learning Indaba

Web application Introductory NGO/non-profit Africa Reinforcement Learning Supervised Learning Unsupervised Learning