With new technologies revolutionizing data collection, wildlife researchers are becoming increasingly able to collect data at much higher volumes than ever before. Now we are facing the challenges of putting this information to use, bringing the science of big data into the conservation arena. With the help of machine learning tools, this area holds immense potential for conservation practices. The applications range from online trafficking alerts to species-specific early warning systems to efficient movement and biodiversity monitoring and beyond.
However, the process of building effective machine learning tools depends upon large amounts of standardized training data, and conservationists currently lack an established system for standardization. How to best develop such a system and incentivize data sharing are questions at the forefront of this work. There are currently multiple AI-based conservation initiatives, including Wildlife Insights and WildBook, that are pioneering applications on this front.
This group is the perfect place to ask all your AI-related questions, no matter your skill level or previous familiarity! You'll find resources, meet other members with similar questions and experts who can answer them, and engage in exciting collaborative opportunities together.
Just getting started with AI in conservation? Check out our introduction tutorial, How Do I Train My First Machine Learning Model? with Daniel Situnayake, and our Virtual Meetup on Big Data. If you're coming from the more technical side of AI/ML, Sara Beery runs an AI for Conservation slack channel that might be of interest. Message her for an invite.
Header Image: Dr Claire Burke / @CBurkeSci
Explore the Basics: AI
Understanding the possibilities for incorporating new technology into your work can feel overwhelming. With so many tools available, so many resources to keep up with, and so many innovative projects happening around the world and in our community, it's easy to lose sight of how and why these new technologies matter, and how they can be practically applied to your projects.
Machine learning has huge potential in conservation tech, and its applications are growing every day! But the tradeoff of that potential is a big learning curve - or so it seems to those starting out with this powerful tool!
To help you explore the potential of AI (and prepare for some of our upcoming AI-themed events!), we've compiled simple, key resources, conversations, and videos to highlight the possibilities:
Three Resources for Beginners:
- Everything I know about Machine Learning and Camera Traps, Dan Morris | Resource library, camera traps, machine learning
- Using Computer Vision to Protect Endangered Species, Kasim Rafiq | Machine learning, data analysis, big cats
- Resource: WildID | WildID
Three Forum Threads for Beginners:
- I made an open-source tool to help you sort camera trap images | Petar Gyurov, Camera Traps
- Batch / Automated Cloud Processing | Chris Nicolas, Acoustic Monitoring
- Looking for help with camera trapping for Jaguars: Software for species ID and database building | Carmina Gutierrez, AI for Conservation
Three Tutorials for Beginners:
- How do I get started using machine learning for my camera traps? | Sara Beery, Tech Tutors
- How do I train my first machine learning model? | Daniel Situnayake, Tech Tutors
- Big Data in Conservation | Dave Thau, Dan Morris, Sarah Davidson, Virtual Meetups
Want to know more about AI, or have your specific machine learning questions answered by experts in the WILDLABS community? Make sure you join the conversation in our AI for Conservation group!
No showcases have been added to this group yet.
- @steventay
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Dynamique ET PROACTIF, JE SUIS PASSIONNÉ PAR LA PROTECTION DE L'ENVIRONNEMENT, LE TOURISME RESPONSABLE ET LA CONSERVATION DES ÉCOSYSTÈMES.
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- @diego_ellis_soto
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University of California & California Academy of Sciences
Biodiversity |Technology | Socio-Ecological Systems | Wildlife Ecology | Remote Sensing | Conservation | K12STEM-education | Music | diegoellissoto.org
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- @dka32
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I am a highly motivated individual with a background in Natural Resources Management. I am a conservationist who desire to make an impact in the field of conservation using technology.
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Retired Engineer / UAV interests / Photographer
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- @ColleenEarthScape
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- @Alawa
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Passionate wildlife and biodiversity conservationist
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- @mattaudette
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Software Tester and Test Automator at Wildlife Protection Solutions
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- @Rutwik
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- @williams
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I am a conservationist specializing in endangered species, particularly vultures. As the Endangered Species Conservation Coordinator/Co-Founder at Biota Conservation Hub Foundation (BiotaCHF), I have conducted extensive research/conservation of vultures and other water birds.
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- @ARobillard
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A conservation data scientist and field ecologist with broad interest in the application of machine learning and population genetics to the conservation of threatened species. Alex has conducted field studies throughout central and south America, the Caribbean, and North America.
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- @Joynyamshangi
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Driving off-highway vehicles (OHVs), which contributes to habitat degradation and fragmentation, is a common recreational activity in the United States and other parts of the world, particularly in desert environments...
8 April 2025
Conservation International is proud to announce the launch of the Nature Tech for Biodiversity Sector Map, developed in partnership with the Nature Tech Collective!
1 April 2025
$3 millions of funding for NGO in Brazil using AI for conservation / $ 3 milhões em financiamento para ONGs no Brasil que usam IA para conservação!
1 April 2025
Funding
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28 March 2025
Funding
The AI Weather Quest, organised by the European Centre for Medium-Range Weather Forecasts (ECMWF), is an ambitious international competition designed to harness artificial intelligence (AI) and machine learning (ML) in...
25 March 2025
InsectSet459 - the first large-scale open dataset of insect sounds, featuring 26,399 audio clips from 459 species of Orthoptera and Cicadidae.
24 March 2025
Naturalis is looking for a postdoc in AI for Ultrasonic Bioacoustic Monitoring
24 March 2025
Funding
The Compute for Climate Fellowship is a global R&D funding program that empowers climate tech startups to leverage advanced cloud computing and AI in the fight against climate change.
22 March 2025
Absolutely fascinating uses of AI for equitable conservation! Hope it inspires you!
21 March 2025
Naturalis is looking for a postdoc in AI for Ultrasonic Bioacoustic Monitoring!
21 March 2025
This thesis concludes that artificial intelligence offers valuable opportunities for mitigating the impacts of climate change on wildlife with careful consideration of its limitations and ethical implications.
10 March 2025
WWF's Arctic Community Wildlife Grants program supports conservation, stewardship, and research initiatives that focus on coastal Arctic ecology, community sustainability, and priority Arctic wildlife, including polar...
7 March 2025
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17 Products
Recently updated products
Description | Activity | Replies | Groups | Updated |
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We just wanted to share this news outside the core robotics community - hoping to connect more with conservationists, researchers,... |
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AI for Conservation, Drones | 6 months ago | |
Hi Lucie @luciegallegos ,Great to see ecoSecrets and happy to collaborate in any way I can! All EcoAssist's models are open-source, and the inference code too. With regards to... |
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Software Development, AI for Conservation, Camera Traps | 6 months ago | |
Another question. Right now pretty much all camera traps trigger on either PIR sensors or small AI models. Small AI models would tend to have a limitation that they would... |
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AI for Conservation, Camera Traps, Data management and processing tools, Open Source Solutions, Software Development | 6 months ago | |
Hi Lucille,Thank you for your reply! We’d be really interested in learning more about your developments. We’ll contact you soon to arrange a discussion.Thank you.Best regards,... |
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Acoustics, AI for Conservation, Sensors | 6 months 1 week ago | |
Hi Lorenzo,I highly recommend the OpenSoundscapes package (developed by the Kitzes Lab at U Pittsburgh) - there are workflows to build your own CNNs there, the documentation is... |
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Acoustics, AI for Conservation, Animal Movement, Open Source Solutions | 6 months 1 week ago | |
This is probably seen a bit as "self-branding" which I hope is alright, otherwise please let me know! I have spent the past few months... |
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AI for Conservation | 6 months 1 week ago | |
We are putting together a special issue in the journal Ostrich: Journal of African Ornithology and are welcoming (review) papers on the use of AI in bird research. https://www.... |
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AI for Conservation, Software Development, Citizen Science, Data management and processing tools | 6 months 1 week ago | |
Hi Adrien,Submissions are open for the special addition. Please email David Ehlers Smith - david.ehlers.smith@birdlife.org.za for more details. We are also soliciting reviewers.... |
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AI for Conservation | 6 months 1 week ago | |
Hello everyone!During my master thesis in engineering (past autumn), I developed Machine Learning for anti-poaching. As such, I recorded a... |
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Acoustics, AI for Conservation, Data management and processing tools | 6 months 1 week ago | |
Hey everyone! We’re Deep Voice Foundation, a non-profit using AI to help conserve marine wildlife. We develop acoustic... |
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Acoustics, AI for Conservation | 6 months 2 weeks ago | |
Hello everyone. My name is Bilal. I recently graduated with a degree in bioengineering and hold a bachelor's degree in computer science,... |
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AI for Conservation, Animal Movement, Human-Wildlife Coexistence, Marine Conservation | 7 months ago | |
Hey, please find here a dataset about nocturnal bird calls in Europe |
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Acoustics, AI for Conservation, Software Development | 7 months ago |