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. The AI for Conservation group provides a dedicated space to:
- Bridge disciplines: Create a space where ecologists, conservationists and environmental scientists can connect with computer scientists, artificial intelligence researchers and practitioners to address shared challenges.
- Advance knowledge: Share and discuss research, case studies and best practices at the intersection of artificial intelligence and conservation.
- Education: Provide educational resources that help ecologists understand AI methods and their use cases and inspire AI experts to learn about ecological applications.
- Facilitate collaboration: Offer resources and networking opportunities that enable AI researchers and conservation practitioners to co-develop solutions with real-world conservation impact.
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
- 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!
Group curators
- @annavallery
- | she/her
Seabird biologist experienced in research and applied conservation. Dedicated to conducting and using innovative research to inform conservation decisions.
- 6 Resources
- 9 Discussions
- 8 Groups
- @ViktorDo
- | he/him
PhD student at University of Exeter & University of Queensland. Interested in researching AI and its responsible application to Ecology, Environmental Monitoring and Nature Conservation.
- 0 Resources
- 2 Discussions
- 6 Groups
- @jyseltz
- | He/him
Independent researcher working in open-source AI, based in BC & Panamá.
- 1 Resources
- 3 Discussions
- 9 Groups
No showcases have been added to this group yet.
- @srankin
- | she/her
NOAA Fisheries
Bioacoustics researcher with the National Oceanographic and Atmospheric Administration (NOAA).
- 0 Resources
- 8 Discussions
- 16 Groups
- @smani
- | He/Him
AI Solutions Architect with 20 years of tech experience spanning AI Agents, AI Chatbots, UI, Backend, DevOps, Cloud, and Data Engineering. I am passionate about conservation and always open to helping the community architect, build, and scale their technical solutions.
- 0 Resources
- 1 Discussions
- 5 Groups
- @TaliaSpeaker
- | She/her
WILDLABS & World Wide Fund for Nature/ World Wildlife Fund (WWF)
I'm the Executive Manager of WILDLABS at WWF
- 27 Resources
- 64 Discussions
- 32 Groups
WILDLABS & Wildlife Conservation Society (WCS)
I'm the Bioacoustics Research Analyst at WILDLABS. I'm a marine biologist with particular interest in the acoustics behavior of cetaceans. I'm also a backend web developer, hoping to use technology to improve wildlife conservation efforts.
- 47 Resources
- 41 Discussions
- 34 Groups
Toronto Zoo
Postdoctoral Fellow|Welfare Science|My interest as a scientist is to develop machine learning-aided technologies that advance monitoring efforts for supporting conservation initiatives.
- 1 Resources
- 5 Discussions
- 2 Groups
I'm a software developer that has pivotted to starting a company, Wildlife Security Innovations, to help people and wildlife live together safely.
- 0 Resources
- 501 Discussions
- 8 Groups
- @MARYLOVE
- | Mary123
I am Marylove,holder of bachelor degree in wildlife Management and conservation. I am interested in wildlife based research and conservation activities. *Also I am interested in entomology learning, I can do I identification and mounting of ant species.*wildlife article writer
- 0 Resources
- 0 Discussions
- 11 Groups
- @donovantye
- | He/Him
Savanna Ecologist, Field Station Director and Head of Conservation Tech Projects for Organization for Tropical Studies (OTS).
- 2 Resources
- 3 Discussions
- 15 Groups
- @HenriBe
- | He
Engineer/applied mathematician passionnate about sustainability
- 0 Resources
- 10 Discussions
- 6 Groups
Founder of Mistaek, a strategic design studio building design systems for sustainability tech companies with complex data products.
- 0 Resources
- 3 Discussions
- 8 Groups
- @tcsmith
- | he/him
I am a conservation biologist interested in modeling social-ecological systems.
- 1 Resources
- 6 Discussions
- 12 Groups
- @LucyD
- | She/Her
Software engineer and data scientist with an ecology and conservation twist
- 0 Resources
- 3 Discussions
- 6 Groups
Global map of the dominant driver of tree cover loss at 0.01° resolution (~1km) for the period 2001-2025. This is the latest update for this dataset.
13 June 2026
Link
First free and transparent AI agent for real-time maritime domain awareness. Now inviting early adopters to shape its future.
10 June 2026
This role would suit someone with a background in ecology or environmental science who enjoys combining fieldwork, data analysis, and applied research to support real-world environmental outcomes.
8 June 2026
Monitoring amphibians across the temperate forests of Patagonia presents significant logistical and technical challenges. Remote locations, harsh environmental conditions, and the large volumes of data generated by...
4 June 2026
Thanks to support from the WILDLABS Awards through the Boring Fund, funded by Arm, we were able to deliver a conservation technology training programme designed to make wildlife monitoring tools more accessible to rural...
3 June 2026
The Smithsonian’s National Zoo & Conservation Biology Institute (in collaboration with Duke Farms, a center of the Doris Duke Foundation) is seeking a postdoctoral researcher to lead the development of next-gen...
1 June 2026
🌍 Conservation technology is transforming how we protect wildlife, but are we thinking carefully enough about the risks? Drones, camera traps, GPS trackers, acoustic sensors, AI, and remote sensing have become...
22 May 2026
We are very excited to announce the call for applications for the 5th CV4Ecology Short Course!!! This intensive program trains ecologists and conservation practitioners to develop their own AI tools for their own data...
13 May 2026
A 3-year, fully-funded PhD studentship at the interface of ecological theory, AI and global biodiversity mapping
28 April 2026
Invitation to submit articles for a Special Issue of the journal "Sensors"
28 April 2026
Intro: Welcome to the Muck To step into a mangrove forest is to step into a paradox. It is a world suspended between land and sea, dominated by the scent of sulfur and the relentless rhythm of the tides. For centuries...
23 April 2026
June 2026
event
September 2026
event
June 2026
event
May 2026
event
85 Products
18 Products
Recently updated products
| Description | Activity | Replies | Groups | Updated |
|---|---|---|---|---|
| Hello,This is an incredible initiative, and exactly the kind of practical AI application that can make a huge impact in the conservation space!As an AI Solutions Architect based... |
+9
|
AI for Conservation, Community Base | 4 hours 35 minutes ago | |
| That is so cool! Love the video! |
|
Acoustics, AI for Conservation, Latin America Community, Open Source Solutions | 5 days 12 hours ago | |
| In case someone. Find this totally out of place commemt… this is how I solved it, I've decided to use a IMX477 HQ Camera, building a *manual, heavy-duty optical rig* utilizing C/... |
+20
|
AI for Conservation, Autonomous Camera Traps for Insects, Camera Traps, Edge Computing | 1 week ago | |
| Hello everyone, I am a Software/AI Developer currently based in Brussels, and I will be relocating to Paris this coming September.As I... |
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AI for Conservation, Early Career, Marine Conservation, Software Development | 1 week ago | |
| Spectrolipi is a tool for visualizing sound, annotating spectrograms, and exporting ML‑ready acoustic datasets.Spectrolipi V2.0.0... |
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Acoustics, AI for Conservation, Software Development | 1 week ago | |
| Hi! As Open Science Conservation Fund are happy to contribute with Trapper, scalable, open-source and AI-driven camera trap data infrastructure. https://os-conservation.org/... |
+1
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AI for Conservation | 2 weeks 2 days ago | |
| Global Conservation Tech & Drone Forum 2-6 March. Women in Conservation Forum 2 March. Hello all!I am the lead organiser of the... |
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Acoustics, AI for Conservation, Citizen Science, Community Base, Conservation Tech Training and Education, Data Management & Mobilisation, Drones, Early Career, East Africa Community, Emerging Tech, Ending Wildlife Trafficking Online, Marine Conservation, Open Source Solutions, Protected Area Management Tools, Women in Conservation Tech Programme (WiCT) | 5 months ago | |
| Hello Sam, please check if this is what you are looking for in this link:https://youtu.be/f8Q2oDPwwIw Regards, Tim [email protected]... |
|
AI for Conservation | 4 weeks 2 days ago | |
| @annavallery here's the article with geospatial-ish highlights in case you're interested: https://wildlabs.net/en/article/wildlabs-geospatial-group-ictc-2026. Let me know if... |
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AI for Conservation, Animal Movement, Camera Traps, Citizen Science, Community Base, Data Management & Mobilisation, Drones, Emerging Tech, Ethics of Conservation Tech, Human-Wildlife Coexistence, Latin America Community, Protected Area Management Tools, Wildlife Crime | 1 month ago | |
| Myself and the Fauna & Flora Conservation Technology team will be there (@Chelsea_Smith and @ugyenpenjor ) and also the WILDLABS team @HRees ! See you! |
+6
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Geospatial, Acoustics, AI for Conservation, Camera Traps, Citizen Science, Community Base, Data Management & Mobilisation, Emerging Tech, Open Source Solutions, Protected Area Management Tools | 1 month ago | |
| Hey LeonardoI might have something. Lets chat, reach out to me at [email protected] |
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Acoustics, AI for Conservation, Community Base, Drones, Funding and Finance, Open Source Solutions, Software Development | 1 month 2 weeks ago | |
| Hi Mykhailo. That citizen science tool seems interesting. But, how do you expect people to detect microplastics (ranging from 1 µm to 5 mm in size)? |
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AI for Conservation, Citizen Science, Connectivity, Conservation Tech Training and Education, Emerging Tech, Software Development | 1 month 2 weeks ago |
What questions would you ask an AI agent for conservation tech?
8 July 2025 5:49pm
7 June 2026 6:48pm
I would probably ask: “If your code basically does not allow you to take harmful actions, what should you do if you are provided with irrefutable proof that your existence, supported by components built and developed with “rare minerals” extracted from conflict areas is actually harming and destroying indigenous communities and biodiversity?”
15 June 2026 10:08pm
Hello,
This is an incredible initiative, and exactly the kind of practical AI application that can make a huge impact in the conservation space!
As an AI Solutions Architect based in the US with 20 years of tech experience, I have built several RAG (Retrieval-Augmented Generation) and Agentic solutions. I would love to contribute directly to the implementation or consulting side of this project if required.
Whether you need help with structuring the retrieval pipelines for the forum data, designing the agentic workflows, or handling the backend and cloud deployment, I would be happy to jump in and support the build.
Please let me know how I can best get involved, or if you'd like to chat about the technical architecture and how to bring this to life!
Global drivers of forest loss at 1 km resolution - Version 1.3
13 June 2026 11:42am
🐸 WILDLABS Awards 2025: Open-Source Solutions for Amphibian Monitoring: Adapting Autonomous Recording Devices (ARDs) and AI-Based Detection in Patagonia
27 May 2025 8:39pm
12 November 2025 7:36pm
🌿 Project Update — November 2025
Sharing our experience at the Symposium on Physics Applied to Ecology and Conservation (Foz do Iguaçu, Brazil).

We’d like to thank Carlos Araujo for kindly inviting us to take part in the Symposium on Physics Applied to Ecology and Conservation, held on November 6–7, 2025, at the PTI Campus – Universidade Federal da Integração Latino-Americana (UNILA) in Foz do Iguaçu, Brazil.

The event aimed to build bridges between researchers from different disciplines and countries, exploring how physics can support acoustic monitoring, ecological data collection, and biodiversity conservation.

🎙️ We joined Roundtable 3 — Hardware, Sensors, and Audio Recording, where we discussed:
Open-source autonomous recorders for biodiversity monitoring.
Energy-efficient design and sensor integration.
Alternative battery types and power solutions (particularly relevant to our developments)
🎥 Watch the roundtable recording here.
It was also a great opportunity to share our experience and highlight the WildLabs community, connecting with colleagues working at the intersection of physics, ecology, and technology.







9 June 2026 3:36pm
Hi everyone!
Following up on our project development, we have just published the full report on our work integrating environmental monitoring into AudioMoth devices and the resulting BirdNET workflows for Patagonian amphibians. You can find the complete documentation and results here.
Beyond the technical implementation, we’ve documented the custom firmware, the AI training pipeline for our species, and the practical challenges we faced during field deployments:
Project Video: YouTube Video Link
Firmware: AudioMoth I2C Firmware Repository (GitLab)
AI Workflow: BirdNET-based Workflow for Amphibians (GitHub)
Edge Models: TinyFrog Repository (GitHub)
PyTorch reimplementation: BirdNET-Analyzer (GitHub)
If you are working on similar setups or have questions about the hardware or the workflow, feel free to reach out. I hope this documentation proves useful for your own research.
Thanks for the support and the exchange of ideas during these months!
10 June 2026 1:58pm
That is so cool! Love the video!
Shippy
10 June 2026 8:46am
Mini AI Wildlife Monitor
25 June 2025 12:27pm
7 June 2026 1:56pm
I haven't really looked into PoE cameras, sorry.
7 June 2026 6:33pm
Hey Luke,
Appreciate your reply, very much.
I am not quite sure what you mean by setup but, this is the experimental design.
I will deploy cameras in shade forest areas to record insect visitors to animal feces. The “baits” will be deployed in a flat square with a camera pointing down on it at a distance of 30 to 40 cm.
So, following your comments if PIR doesnt work what should I use? Motioneyes? Or something else?
My comments regarding the battery are related to the PI shutting down when the battery level is low and some hats just stop supplying power automatically instead of being in standby/hold. So I wonder if I could do something coding/physically to solve it. Can I?
Following your advice about the fixed lens, I would need to adjust the focus for each camera in the field to ensure everything is in focus, is that right? It's a little different than a month trap since the surface where the insects will move around is not exactly even, hence my thoughts on using a autofocus camera.
Once again thanks for the help, and congrats on your elegant project.
8 June 2026 9:15pm
In case someone. Find this totally out of place commemt… this is how I solved it, I've decided to use a IMX477 HQ Camera, building a *manual, heavy-duty optical rig* utilizing C/CS-mount lenses and physical macro extension tubes.
Biodiversity Monitoring Scientist
8 June 2026 5:22pm
Conservation Technology - Paris, France
8 June 2026 1:47pm
Spectrolipi v2.0.1
8 June 2026 10:34am
Open-Source Solutions for Amphibian Passive Acoustic Monitoring: Lessons from Patagonia
4 June 2026 4:57pm
What Happens When Conservation Technology Leaves the Lab? Lessons from Training Rural Communities in the Brazilian Cerrado
3 June 2026 1:20am
Ecologist (Postdoctoral Research Fellow), IS-0408-09
1 June 2026 4:02pm
AI for Impact Series at WWF: Looking for experts/speakers
21 May 2026 12:25pm
29 May 2026 5:06pm
hi! I would be happy to contribute my experience in edge AI and smart sensors for real-time wildlife monitoring.
30 May 2026 7:33am
I'd be happy to contribute as well, I lead various conservation AI projects in Hong Kong and Japan, camera trapping, acoustic monitoring, and some drone/LiDAR image processing.
30 May 2026 10:17am
Hi! As Open Science Conservation Fund are happy to contribute with Trapper, scalable, open-source and AI-driven camera trap data infrastructure. https://os-conservation.org/trapper/
Women in Conservation Forum: Monday 2nd March 2026 Nairobi
15 January 2026 7:21am
Vibe Coding Party
25 May 2026 3:03pm
25 May 2026 3:07pm
11 June 2026 4:17pm
Help shape best-practice guidance on conservation technology - input to survey
22 May 2026 10:20am
Seeking wildlife AI Models for Full Motion Video (FMV)
12 May 2026 4:39pm
16 May 2026 7:41am
Hello Sam, please check if this is what you are looking for in this link:
Regards,
Tim Vedanayagam
+91-9843170559
Computer Vision for Ecology 2027 - Info Session
15 May 2026 2:05pm
Call for Collaboration: Share your voice at ICTC next week!
11 February 2026 3:29am
19 February 2026 3:35am
Hi Anna!
Is there anything that sparks your curiosity, which I can address for you? Take a look at the upcoming day 2 and day 3 sessions, and if you see anything that intrigues you, please let me know! I'll happily join the session that aligns, and share your thoughts! ☺️
Kind regards,
Mandy
13 May 2026 2:18pm
That's a great idea @MandyEyrich ! Similar to your idea, I wrote up an article with geospatial highlights from ICTC 2026: https://wildlabs.net/en/article/wildlabs-geospatial-group-ictc-2026.
Is the Human-Wildlife Coexistence article available yet? Would love to read it and share it with colleagues at Fauna & Flora.
13 May 2026 2:21pm
@annavallery here's the article with geospatial-ish highlights in case you're interested: https://wildlabs.net/en/article/wildlabs-geospatial-group-ictc-2026. Let me know if you have any questions or specific interests. Happy to share further details!
The 5th Computer Vision for Ecology Short Course - Call for Applications [CV4Ecology 2027]
13 May 2026 2:18pm
Nature Tech Unconference - Anyone attending?
8 March 2025 12:11pm
24 April 2026 9:59am
What about this year? Who will be there?
https://www.naturetechweek.com/
I am planning to be there for the Unconference and some satellite events.
28 April 2026 4:10pm
I'll be there for the Unconference- looking forward to it!
13 May 2026 12:05pm
Myself and the Fauna & Flora Conservation Technology team will be there (@Chelsea_Smith and @ugyenpenjor ) and also the WILDLABS team @HRees ! See you!
Nature Credit Markets Webinar with Sensing Clues: Trustworthy Data for Validation and Verification Purposes
11 May 2026 6:51am
AI for Conservation Networking Event - 4pm PDT
2 May 2026 12:07am
AI for Conservation Networking Event - 9am PDT
1 May 2026 11:45pm
Looking for opportunities in AI for Bioacoustics and Environmental Monitoring
6 April 2026 10:37am
8 April 2026 7:26pm
Hi I am also looking for collaborators
if interested in the project let me know
we can add acoustic monotoring for bees
17 April 2026 1:19pm
Hi Leonardo,
Let’s chat! I potentially have some opportunities, collaborations or even short-term employment. Send me a message.
1 May 2026 3:51pm
Citizen science tool for microplastic mapping in underserved regions
18 April 2026 3:48am
1 May 2026 12:39pm
Hi Mykhailo. That citizen science tool seems interesting. But, how do you expect people to detect microplastics (ranging from 1 µm to 5 mm in size)?
Biodiversity Lab Manager
Open PhD project: Decoding and mapping Earth's species interactions with ecological AI
28 April 2026 4:51pm
"Sensor Systems for Biodiversity and Ecosystem Monitoring" - Special Issue Invitation
28 April 2026 12:10pm
"Pixels, Pods, and Peat: The Future of Mangrove Survival"
23 April 2026 8:12pm
Biowatch: a free, open-source desktop app for camera trap analysis
21 April 2026 10:07am
22 April 2026 11:30am
Thanks Andrew! Looking forward to your feedback when you get a chance to test it out!
22 April 2026 7:50pm
This looks amazing and I look forward to trying it out when I get the chance!
Just wondering, when it comes to the AI recognitions, is there a way to "rename" the recognitions that were incorrect?
23 April 2026 12:56pm
Yes it is possible. We provide an annotation UI to let you quickly review the model predictions and update them as you see fit!
6 June 2026 11:31pm
Elionai - your point about lessons from past deployments and "what tends to fail first" really resonates. I think that gap between ideal-condition performance and what actually holds up in the field is one of the most underrated questions in this whole space.
I'm building something that integrates environmental monitoring, so I'd love to pick your brain on the edge/deployment side. Messaging you to connect!