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.
- @carlybatist
- | she/her
ecoacoustics, biodiversity monitoring, nature tech



- 113 Resources
- 361 Discussions
- 19 Groups
I'm a software developer. I have projects in practical object detection and alerting that is well suited for poacher detection and a Raspberry Pi based sound localizing ARU project



- 0 Resources
- 432 Discussions
- 7 Groups
- @Ebennitt
- | She/her
Working primarily in Botswana and other southern African countries, on wild mammal movement, ecology and physiology


- 1 Resources
- 9 Discussions
- 5 Groups
- @alexreyyap
- | Male
I am embedded AI systems developer based in Davao City, Philippines.
- 0 Resources
- 0 Discussions
- 5 Groups
- @Kyle_Birchard
- | He/Him
Building tools for research and management of insect populations
- 0 Resources
- 0 Discussions
- 6 Groups
- @jsulloa
- | He/Him
Instituto Humboldt & Red Ecoacústica Colombiana
Scientist and engineer developing smart tools for ecology and biodiversity conservation.



- 3 Resources
- 22 Discussions
- 7 Groups
- @TaliaSpeaker
- | She/her
WILDLABS & World Wide Fund for Nature/ World Wildlife Fund (WWF)
I'm the Executive Manager of WILDLABS at WWF



- 23 Resources
- 64 Discussions
- 31 Groups
- @CourtneyShuert
- | she/her
I am a behavioural ecologist and eco-physiologist interested in individual differences in marine mammals and other predators



- 0 Resources
- 12 Discussions
- 10 Groups
- @sam_lima
- | She/her
Postdoctoral Associate studying burrowing owls at the San Diego Zoo Wildlife Alliance


- 0 Resources
- 6 Discussions
- 5 Groups
Eddy Nnanga is a fisheries engineer specializing in the governance and management of Marine Protected Areas. An expert in biodiversity conservation, ecological monitoring, project management, and community engagement, he mobilizes funding and builds networks.
- 0 Resources
- 0 Discussions
- 4 Groups
- @HRees
- | Him/His
WILDLABS & Fauna & Flora
WILDLABS - Programme Development Manager, keen interest in bats, hyenas and tech!





- 15 Resources
- 14 Discussions
- 6 Groups
- @Adrien_Pajot
- | He/His
WILDLABS & Fauna & Flora
Hi! I am Adrien, a dedicated French ornithologist and engineer committed to biodiversity conservation. I joined the WILDLABS team as a project manager in October 2023!





- 34 Resources
- 142 Discussions
- 3 Groups
The Department of AI and Society (AIS) at the University at Buffalo (UB) invites candidates to apply for multiple positions as Assistant Professor, Associate Professor, or Full Professor. The new AIS department was...
8 July 2025
This is a chance to participate in a short survey about the preferences that conservation practitioners have for evidence. There's a chance to win one of three £20 Mastercard gift cards.
24 June 2025
In this case, you’ll explore how the BoutScout project is improving avian behavioural research through deep learning—without relying on images or video. By combining dataloggers, open-source hardware, and a powerful...
24 June 2025
Using Ultra-High-Resolution Drone Imagery and Deep Learning to quantify the impact of avian influenza on northern gannet colony of Bass Rock, Scotland. Would love to hear if you know of any other similar exaples from...
12 June 2025
La Universidad de Ingeniería y Tecnología (UTEC) está buscando cubrir nuevas vacantes en su Instituto Amazónico de Investigación para la Sostenibilidad (ASRI).
12 June 2025
Shared from WWF: "ManglarIA is a mangrove conservation project, supported by Google.org in 2023, that is deploying advanced technology, including artificial intelligence (AI), to collect and analyze data on the health...
12 June 2025
Careers
Rewilding Europe is seeking a Business Intelligence Analyst to support measuring rewilding impact through data automation, dashboards, and cross-domain analysis.
3 June 2025
The intern will support CI in exploring and implementing AI solutions that address conservation challenges. We are looking for someone familiar with modern AI technologies (genAI, AI agents, LLMs, foundation models, etc...
2 June 2025
HawkEars is a deep learning model designed specifically to recognize the calls of 328 Canadian bird species and 13 amphibians.
13 May 2025
Hi together, I am working on detecting causalities between land surface dynamics and animal movement by using satellite-based earth observation data. As this is might be your expertise I kindly ask for your support...
8 May 2025
Weeds, by definition, are plants in the wrong place but Weed-AI is helping put weed image data in the right place. Weed-AI is an open source, searchable, weeds image data platform designed to facilitate the research and...
7 May 2025
The intern will help the Global Science team expand our understanding of nature-based solutions through artificial intelligence (AI) and support our efforts to create a model for data collection and analysis that can...
18 April 2025
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Recently updated products
Description | Activity | Replies | Groups | Updated |
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Hi Ellie, thanks for your interest. So I have two possible explanations why the camera traps I used did not release, even though I found otter droppings directly in front of my... |
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AI for Conservation, Animal Movement | 4 years 11 months ago | |
Samara P. El-Haddad Wildlife Conservation Junior Specialist at Lebanon Reforestation Initiative (LRI)... |
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AI for Conservation, Community Base | 5 years ago | |
How neat, thanks for sharing! We'd love to hear more about your drone project once it's underway, please keep us updated on that one! |
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AI for Conservation, Emerging Tech | 5 years 1 month ago | |
Great talk! I thoroughly enjoyed it. Some high schoolers have done small AI projects(s) and have interest in the wildlife. What resources would you all suggest to further... |
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AI for Conservation, Camera Traps | 5 years 1 month ago | |
Author: Jody Tucker, U.S. Forest Service, Pacific Southwest Region Carnivore Monitoring ProgramFigures below text in order (Fig 1... |
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AI for Conservation, Emerging Tech | 5 years 1 month ago | |
What better way to celebrate Endangered Species Day 2020 than try a new technology to protect them? If you're planning to be out and... |
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AI for Conservation, Emerging Tech | 5 years 3 months ago | |
DeepForest docs are here. https://deepforest.readthedocs.io/ Welcome to have a look. My experience is that individual trees cannot be distinguished in satellite... |
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AI for Conservation | 5 years 4 months ago | |
Steph, thank you so much for this, this is wonderful :) Really, really apreciate you sharing this with me :) Diving into all of the wonderful resources from you, thank you so very... |
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AI for Conservation | 5 years 4 months ago | |
A call put out over on Twitter by Jesse Alston might be of interest here - both for conservationists and grad students. Looks like... |
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AI for Conservation | 5 years 4 months ago | |
This can be done, happy to help :) But I think I need to understand the situation a little bit more. Do you already have the data for training / inference? Do you have any... |
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AI for Conservation | 5 years 4 months ago | |
Hi there this post on Conservation X labs recently came up on designing softwarre for individual horse recognition: https://... |
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AI for Conservation | 5 years 5 months ago | |
Wildlife Insights launched their online platform hosting over 4 million camera trap images. They use AI to automatically classify the... |
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AI for Conservation | 5 years 7 months ago |
Exploring the Wild Edge: A Proposal for a New WILDLABS Group
9 June 2025 5:41pm
15 July 2025 5:43pm
Hey Stuart,
Thank you for your interest! We're glad you'd like to be part of our journey. We're still in the process of setting up the group, and we'll let you know as soon as we're ready.
Thanks for your understanding! 🤗
18 July 2025 2:22pm
Hello Youssef,
Yes, let's keep contact. I'm currently looking for good conferences to publish my work, if you are aware of something, please let me know.
Software for tortoise re-identification
27 June 2025 12:41pm
11 July 2025 4:26pm
We would be happy to explore supporting this in the Internet of Turtles (iot.wildbook.org). We support marine and terrestrial species, and the HotSpotter (SIFT) and MiewID v3 algorithms for re-ID would likely have good zero-shot matching potential.
18 July 2025 7:25am
Hi Jason,
That sounds exciting. From what I understand, the Internet of Turtles focusses mainly on animals traveling long distances. The tortoises I am interested in re-identifying are limited in their range, as they the island they are on is quite small. Would that nevertheless be of interest for that database? And if so, how would you suggest to proceed?
18 July 2025 7:38am
Also, I would generally interested to contribute to the Internet of Turtles with sea turtle photos. There are a lot of Green and Hawksbill sea turtles of various ages in the sea surrounding the island where I work, so I have requested an account via the website
AI Pipeline for digitalisation of labels
17 July 2025 9:44am
G-DiNC 2026: Global Drones in Nature Conservation Symposium & Expo
16 July 2025 10:18am
G-DiNC 2026: Global Drones in Nature Conservation Symposium & Expo
16 July 2025 10:11am
AI + Environment Summit
15 July 2025 2:25pm
Halow wifi, local AI, thermal + visible
6 July 2025 11:15am
12 July 2025 1:08am
Thanks for sharing! I've been thinking about using WiFi links for some applications. Any idea how much power they require?
12 July 2025 6:53pm
Idles around 2W, peaks a bit more than 6W.
CamTrapAI Workshop Series
8 July 2025 3:03pm
Assistant, Associate or Full Professor, AI & Society
8 July 2025 3:00pm
Monitoring bat and bird collisions at MET Tower
11 June 2025 5:14am
30 June 2025 4:55pm
Hi Adam,
Have you connected with Wildlife Imaging Systems? Their thermal system can detect bird and bat activity. My company collaborates with them, and we have previously worked on developing algorithms to distinguish collisions from other activity.
Wildlife Imaging Systems
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1 July 2025 2:51pm
Looks ideal
3 July 2025 12:56am
Yes, thanks Riley and Kim. Someone suggested WIS and I am currently in discussions with them. Their system seems especially well suited for the purpose and I am hoping it works out.
Tech for Impact Collaboration
2 July 2025 3:41am
Applying Open-Source Computer Vision Models to Camera Trap Images
1 July 2025 11:01pm
26th International Conference on Digital Image Computing: Techniques and Applications (DICTA 2025)
1 July 2025 4:58pm
🌊 FathomVerse mobile game debuts new features to help gamers participate in ocean exploration
27 March 2025 1:20am
27 March 2025 1:27am
Play FathomVerse: App Store | Google Play
Join the Community: Discord | Instagram | TikTok | LinkedIn
Stay up-to-date: Subscribe to our Newsletter
Contact us: fathomverse@mbari.org
Learn more: www.fathomverse.game
I WANT TO TELL YOUR STORY
29 June 2025 10:22am
Try new SpeciesNet + Animal Detect combination online
22 June 2025 10:38am
27 June 2025 12:24pm
Great work @eugenegalaxy! Please consider Camtrap DP as one of your export formats.
27 June 2025 12:33pm
27 June 2025 12:49pm
Hey, you are asking the right kind of questions! There are quite a lot of things which make Animal Detect unique, while we constantly build on new and improved features.
Currently, we are working with ViT models and different methods and algorithms in combination with classical detection models, to add even more true positive detections into classes, while also using these algorithms to suggest classes for images.
Our algorithms scales and works best on larger uploads of data, where we actually create a model from the data, while we run classification.
While all of this is happening, we also help to sort the detections based on similarities, for a quicker way to re-classify and handle human-in-the-loop.
I am trying to (if it works) upload a gif, where you can see a result from where we got detections of over 21.000 animals from about 6.000 images. What you will see is that the images are not sorted based on the label (even if you can filter them as you wish) but instead similarities. This makes the reviewing and adjustment of classes a breeze, compared to manually going through and spotting a black-backed jackals together with a mix of other types of animals.
We are always open for feedback to improve this even further 😊

Case Studies Wanted! How is AI already being used in the Ecology sector in the UK (and beyond?)
23 June 2025 11:03am
27 June 2025 12:18pm
Hi Sam,
I'm the Nature Tech and AI Innovation Manager at Conservation International, and we have a number of use cases of AI for different aspects of conservation (sustainable supply chains, restoration, nature finance, climate adaption, etc.). But, we work primarily across the Global South (Africa, Latin America, Asia-Pacific) so they aren't UK or Europe examples. Feel free to DM me if you'd like to chat more, if not for this podcast, just for general knowledge-sharing :)
-Carly
Opportunity to participate in study on what evidence you trust in conservation
24 June 2025 1:14pm
BoutScout – Beyond AI for Images, Detecting Avian Behaviour with Sensors
24 June 2025 1:46am
New Group Proposal: Systems Builders & PACIM Designers
18 June 2025 2:52pm
19 June 2025 9:08am
Hi Chad,
Thanks for the text. As I read it, PACIMs play a role in something else/bigger, but it doesn't explain what PACIMs are or what they look like. Now I've re-read your original post, I'm thinking, maybe I do understand, but then I feel the concept is too big ( an entire system can be part of a PACIM ? ) to get going within a WildLabs group. And you want to develop 10 PACIMS within a year through this group? Don't get me wrong, I am all for some systems change, but perhaps you're aiming too high.
19 June 2025 12:19pm
Hello again sir - PACIMs really mean 'projects' is the way I see it. Each part of the acronym can be seen as a project (if you have an assignment to do, you have a project really).
As for your query on 10 projects in 'this' group - I should ask for clarification if you mean particularly acoustics or in any group (I see now this is the acoustics thread after I selected all the groups for this post). If you are asking on acoustics, you're right - I am unsure on 10 as I am not too keen on acoustics yet. If you are asking 10 projects as a whole like 10 projects in the funding and finance group - I believe 10 to be a very reasonable number. Our projects we have co-created are for the most part replicable, rapidly deployable, quickly scalable, fundable through blended finance and more.
Thank you again for the feedback.
19 June 2025 1:43pm
Thank you for your reply, Chad
I meant 10 as a whole, indeed. Perhaps you see your post in one group, but since it is tagged for all groups, I assumed you meant 10 in total.
In your first post you explain PACIM stands for "Projects, Assignments, Campaigns, Initiatives, Movements, and Systems", so I understood it as more than just projects. Obviously, many things can be packed into a project or called a project, but then, what does it mean that 'Projects' is part of the list?
Well, if you think 10 projects is doable, then don't let me stop you.
ICCB 2025 – Let’s Connect!
9 March 2025 5:06am
16 June 2025 8:33am
Hey Stephanie,
I have dropped you couple of links. I believe we also have a booth somewhere.
16 June 2025 8:41am
Hi Stephanie,
It’s great to hear about your exciting work and that you’ll be attending ICCB 2025 — congratulations on presenting!
The Savannah Tracking team is participating at the exhibition, and we’d love for you to stop by our booth 15.
Given your previous interest in collaring domestic dogs and collecting high-resolution GPS data, it might be a great opportunity for us to connect in person and dive deeper into how our lightweight collar solutions — like those currently deployed on Dingoes — could support your project. We'd be happy to show you how our satellite-enabled collars work, demo our data platforms, and explore a potential fit for your needs.
19 June 2025 7:34am
Thanks Fadhilla! I met with your colleague Henrick at the booth. :-)
How drones, AI & Open Source Software are being used to combat Alien Invasive Plants in South Africa
2 June 2025 10:08am
7 June 2025 9:36pm
Hi Ginevra, thank you! Its such a huge advantage to have tech tools available to us in conservation. Not just from an analysis point of view but also from a practical application view😊
17 June 2025 1:26am
Aloha, this is a great project. Thanks for sharing. I have been looking for ideas to integrate machine learning with some of the conservation work we are engaed in here on Kauai. Thank you
17 June 2025 11:00am
Thank you for your comment Chris! Using these tools has made a huge difference in the way we can monitor and manage Invasive Alien Vegetation. I hope you are able to integrate similar systems with your projects there. If you need any help, feel free to reach out!
Documentary on Conservation
5 May 2025 10:12am
20 May 2025 11:16pm
Hi Nick,
At Wildlife.ai, from the other side of the world, we would be happy to chat with you. PM if interested
Victor
2 June 2025 10:19pm
Hi Nick!
At Birds Canada, our NatureCounts open data platform connects bird and biodiversity data with people who need it for conservation and research. In particular, our mobile app makes data collection by citizen scence and research projects more efficient, accurate, and accessible. We are happy to chat, if that aligns with your project!
Kyle
16 June 2025 8:53am
Hi Nick,
Thank you for reaching out and for the incredible work you’re doing to spotlight conservation through film. We’d be very interested in learning more about your documentary project.
At Savannah Tracking-Home - Savannah Tracking, we design and manufacture innovative wildlife tracking technologies — from lightweight GPS tags/collars for birds and medium-sized mammals, to robust satellite-enabled collars for elephants (Asian & African). Our tools are used worldwide to support wildlife conservation, research, and conflict mitigation by providing real-time movement data.
We’d be happy to connect and explore how our work might fit into the story you're telling around technology's role in conservation. Feel free to reach out to us or let us know the best way to continue the conversation.
Looking forward to hearing from you
Smart Drone to Tag Whales Project
8 June 2025 12:19pm
14 June 2025 12:19pm
I would love to hear updates on this if you have a mailing list or list of intersted parties!
Drone Imagery and Deep Learning enabling northern gannet counts
12 June 2025 9:52pm
Oportunidades laborales en investigación en la Amazonía | UTEC - ASRI
12 June 2025 4:56pm
How AI can protect mangroves
12 June 2025 4:16pm
Non-Invasive Turtle Nest Monitoring Using RTI Technology
29 May 2025 1:12pm
29 May 2025 1:18pm
6 June 2025 9:40am
We are pleased to welcome a new team member, Dr Hafiz Fazalul Rahiman from Universiti Malaysia Perlis (Unimap) to the team!
https://scholar.google.com.my/citations?user=i2f7Dz0AAAAJ&hl=en
@hafizfr .
We'll be posting our lab work soon.
9 June 2025 6:51pm
Hello, could you please elaborate on what the purpose of this project is? Thanks a lot :)
Lukas
Free webinar: The Road Towards Predicting Sturgeon Migration
6 June 2025 1:14pm
Artificial Intelligence Meets Biodiversity Science: Mining Museum Labels
5 June 2025 4:37pm
13 July 2025 5:02pm
This sounds like a great idea, this is an area that I want to do more work in,
Where can I sign up.