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.
I have worked in the vertebrate pest industry for over 11 years and am on the practical, on the ground implementation of AI animal control systems.
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- @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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Careers
Spatial Data Analysis, TNC
The Nature Conservancy
Working with a team of conservation practioners, scientists, and technologists, the Spatial Data Analyst uses leading-edge earth observation data in new and effective ways to inform conservation practice locally,...
8 November 2022
Careers
Senior AI Research Scientist, Earth Species Project
Earth Species Project
The Earth Species Project (ESP) is a nonprofit organization dedicated to decoding animal communication and translating non-human language.
8 November 2022
Link
Opinion paper describing "how data acquired from remote sensing, citizen science & other monitoring approaches could feed in near-real time to an early warning system for biodiversity that integrates automated red-...
7 November 2022
The large gap between data availability & use.
28 October 2022
Careers
Conservation Technology Intern (Vietnam)
Stephanie O'Donnell and 1 more
*New closing date!* WILDLABS and Fauna & Flora International are seeking an early career conservationist for 12-month paid internship position to grow and support the Southeast Asia regional community in our global...
19 October 2022
Article
Can we build an AI-driven system for managing the planet? Perhaps — but let’s be realistic about the challenges & what it can achieve. First in a series on the promise and challenges to using AI and machine learning...
13 October 2022
Article
Try AI Micro-Internship 2023
Elizabeth Bondi-Kelly
Try AI is seeking mentors for our upcoming 2023 Micro-internship Program, a two-week, virtual micro-internship exploring artificial intelligence research and its potential application in society.
11 October 2022
Article
Upcoming WWF Webinar Series: Artificial Intelligence and Conservation
World Wide Fund for Nature/ World Wildlife Fund (WWF)
The series will focus on how AI is being used to support conservation efforts. The series will discuss the past, present and future of how these technologies advance sustainability, with a focus on the future, and an...
11 October 2022
Article
Audio Across Domains Workshop 2022
Tessa Rhinehart
A collaborative and cross-disciplinary meeting of audio data scientists spawns creative research collaborations
3 October 2022
Careers
18 Sustainability Job Opportunities at Google
Stephanie O'Donnell
Check out these openings to join Google's global Sustainability Programme. Location varies.
3 October 2022
Link
Authors developed system to acoustically identify individual animals (under varying conditions) using combo of multi-scale information integration, multi-channel audio & multi-task learning. Tested on captive group...
3 October 2022
Link
Open-source image database that standardizes & aggregates expertly curated labeled underwater data, enabling AI in the ocean. Seeded with existing imagery of marine animals, underwater equipment, debris, etc. &...
27 September 2022
August 2025
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Louisa Richmond-Coggan
September 2025
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Louisa Richmond-Coggan
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Louisa Richmond-Coggan
October 2025
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| Description | Activity | Replies | Groups | Updated |
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| Hi everyone! My name is Leah Govia and I am a PhD candidate at the University of Guelph, Canada. My research explores what people... |
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Ethics of Conservation Tech, Conservation Tech Training and Education, AI for Conservation | 1 year 6 months ago | |
| Hi Danilo. you seem very passionate about this initiative which is a good start.It is an interesting coincidence that I am starting another project for the coral reefs in the... |
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Acoustics, AI for Conservation, Animal Movement, Camera Traps, Citizen Science, Climate Change, Community Base, Connectivity, Drones, Emerging Tech, Human-Wildlife Coexistence, Open Source Solutions, Sensors, Software Development, Wildlife Crime, Funding and Finance | 1 year 6 months ago | |
| I would recommend going with Ubiquity 2.4Ghz devices which have performed relatively well in dense foliage of the California Redwood forests. It took a lot of tweaking to... |
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Acoustics, AI for Conservation, Connectivity, Open Source Solutions | 1 year 6 months ago | |
| Very nice video in the link you posted btw:Here is another less artistic one: |
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Camera Traps, AI for Conservation | 1 year 7 months ago | |
| I'm also here for this. This is my first comment... I've been lurking for a while.I have 20 years of professional knowledge in design, with the bulk of that being software design... |
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AI for Conservation, Camera Traps, Data management and processing tools, Software Development | 1 year 7 months ago | |
| Hi folks! Happy 2024 and thanks in advance for your patience in case I over-used tags. If you’re using any form of natural language... |
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AI for Conservation, Citizen Science, Climate Change, Conservation Tech Training and Education, Data management and processing tools, Early Career, East Africa Community, Emerging Tech, Ending Wildlife Trafficking Online, Ethics of Conservation Tech, Human-Wildlife Coexistence, Open Source Solutions, Software Development, Wildlife Crime, Women in Conservation Tech Programme (WiCT) | 1 year 7 months ago | |
| BTW. I found out that the Jetson Orin NX 16GB module is drawing around 20W when running continuous inference, processing streams from 6x cameras at 6 fps.I'll try and find out... |
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AI for Conservation | 1 year 7 months ago | |
| If you are considering an external microphone and a towed system, then you would also be in a position to consider a raspberry pi with an external microphone with sbts-aru.... |
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Acoustics, AI for Conservation, Marine Conservation, Sustainable Fishing Challenges | 1 year 7 months ago | |
| @dmorris joined Variety Hour to give us 'a bunch of lightning talks inside a lightning talk'. Check out the recording to get a whirlwind... |
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AI for Conservation, Drones, Geospatial | 1 year 8 months ago | |
| Also, take a look at TrapTagger. It has integration with WildMe. |
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AI for Conservation, Camera Traps | 1 year 8 months ago | |
| We are writing a methodology to measure Biodiversity density in habitats.Examining lots of different options but very keen to hear from... |
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AI for Conservation | 1 year 9 months ago | |
| Hi @GermanFore ,I work with the BearID Project on individual identification of brown bears from faces. More recently we worked on face detection across all bear species and ran... |
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AI for Conservation, Camera Traps, Data management and processing tools, Software Development | 1 year 9 months ago |
