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
- 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!
Group curators
- @annavallery
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Seabird biologist experienced in research and applied conservation. Dedicated to conducting and using innovative research to inform conservation decisions.


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- @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.

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No showcases have been added to this group yet.
- @aranFish
- | He/Him
CatchCam Technologies
Former CTO at SafetyNet Technologies


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MSc student in wildlife management and conservation


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- @LisaHein
- | She/her
Conservationist with a focus restoration ecology/rewilding and botany, a keen birder and currently working in the Seychelles with giant tortoises


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- @roonte
- | MR
passionate about applying science in solving real world problems. Stemming from a third world country perspective I revel in grassroot hands down interventions.
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Environmental Science graduate from Cal Poly SLO, dedicated to resource conservation and eager to learn more about how AI can influence global sustainability.
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PhD student
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- @team
- | team
Make the stories that make this life worth living.

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- @biolochris
- | He/Him
Conservation Biologist and Ocean Tech Entrepreneur
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- @nickjourjine
- | He/Him
Harvard University & University of Zurich
Postdoctoral researcher using passive acoustic monitoring, bioinformatics, and automated behavior tracking to understand animal sociality and its evolution. Interested in collaborations that bridge basic research and conservation.

- 0 Resources
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- 5 Groups
- @amatsika
- | Her/she
A biodiversity conservation researcher with immense interest in agroecology, alien and invasive species, human wildlife conflict, species conservation, ecosystems sustenance and restoration.
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Join us for Season Five of the WILDLABS Virtual Meetup Series, tuning in to the world of Bioacoustics! Laying the groundwork for our new horizon scan research, each event will convene cross-sector experts to explore a...
22 August 2024
Join us in celebrating this year’s Judging Panele Award winners!
19 August 2024
Vote for your favorite submissions that best demonstrate conservation impact, novel innovation/discovery, and strong storytelling of the work and the sector.
12 August 2024
Climate Change AI calls for applications for Innovation Grants regarding AI/ML research projects. Eligible applicants are principal investigators at accredited universities in OECD member countries.
12 August 2024
In this post, I describe an animal recognition demonstration app I developed for the iPhone. The “MegaDetector-Demo” app uses the latest “MegaDetector” animal detector model from PyTorch-Wildlife to identify animals,...
11 August 2024
To celebrate our 9th Annual #Tech4Wildlife Photo Challenge happening this week, we’re taking a look at past and current submissions that feature the fastest growing areas of conservation tech: movement ecology, AI,...
7 August 2024
We are thrilled to introduce our new horizon scan, which will chart the future of bioacoustics. By collectively prioritizing emerging innovations that could transform the field, we aim to build consensus, facilitate...
5 August 2024
Hi all, I've published a blog post on rapidly labeling camera trap data using ChatGPT for species identification and a simple object detection model to get the bounding boxes. While presented in Edge Impulse, this...
17 July 2024
We are recruiting an (extendable) 2-year postdoc in my group to develop new technologies (cameras, microphones, deep learning, etc) to track earthworm activity in the field.
16 July 2024
The Reversing Environmental Degradation in Africa and Asia (REDAA) Programme is seeking a consultant to look into current issues with AI to develop a better shared understanding of how AI and related technologies could...
11 July 2024
Aerial seeding with drones has great potential in forest restoration but faces enormous challenges to be efficient and scalable. Current protocols use blanket seeding throughout the area to be restored, meaning a high...
20 June 2024
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Description | Activity | Replies | Groups | Updated |
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Hi Dan, Not right now but I can envision many uses. A key problem in RS is data streams for validation and training of ML models, its really not yet a solved problem. Any... |
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Emerging Tech, AI for Conservation, Animal Movement, Build Your Own Data Logger Community, Camera Traps, Connectivity, Conservation Tech Training and Education, Data Management & Mobilisation, Geospatial, Sensors | 6 months 1 week ago | |
Thanks @eugenegalaxy . Much appreciated and I will go through this thoroughly! |
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AI for Conservation | 6 months ago | |
Hey Bob, thanks for the kind words! Your articles on Winterberry Wildlife have really been a big inspiration for me! There are extremely limited numbers of articles on trial... |
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AI for Conservation, Camera Traps | 6 months 1 week ago | |
This is probably the most realistic one I've seen made by this tool (stable-difussion v1.5) |
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AI for Conservation | 6 months 1 week ago | |
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 2 weeks 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 2 weeks 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 & Mobilisation, Open Source Solutions, Software Development | 6 months 2 weeks 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 2 weeks 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 3 weeks 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 3 weeks 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 & Mobilisation | 6 months 3 weeks 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 3 weeks ago |
Product & Community Manager #Job
2 September 2024 11:07pm
Spatiotemporal species distribution modeling
6 August 2024 12:39am
31 August 2024 5:22pm
Thank you!!
WILDLABS Virtual Meetup: Bioacoustics Policy Integration and Scientific Impact
22 August 2024 7:57pm
WILDLABS Virtual Meetup: Bioacoustics Data Analysis and AI
22 August 2024 7:22pm
WILDLABS Virtual Meetups Season Five: Listen to the Future
22 August 2024 5:59pm
WILDLABS Virtual Meetup: Bioacoustics Data Networks and Platforms
22 August 2024 5:45pm
WILDLABS Virtual Meetup: Bioacoustics Hardware Innovation
22 August 2024 5:25pm
Catch up with The Variety Hour: August 2024
20 August 2024 12:58pm
Can Passive Acoustic Monitoring of Birds Replace Site Surveys?
19 August 2024 1:57pm
19 August 2024 2:02pm
efficient methods for labeling clusters of fish in images for segmentation purposes
16 July 2024 9:43pm
5 August 2024 9:58am
hi, if your intention is to use programming and a programming language like Python then one option which can give good results is the SAM (Segment Anything) or SAM-2 algorithm. The following weblinks include more information:
Meta Segment Anything Model 2
SAM 2 is a segmentation model that enables fast, precise selection of any object in any video or image.
17 August 2024 12:34am
Agreed. I have recently begun using SegmentAnything as a replacement for Detectron and have been very pleased. However, for a fish school I don't know how well it would do out of the box with the many overlapping fish.
Cast your vote in the #Tech4Wildlife Photo Challenge Community Choice Awards!
12 August 2024 1:46pm
12 August 2024 9:15pm
13 August 2024 11:26am
How do drones help agriculture?
25 June 2024 8:26am
5 August 2024 6:23pm
In addition to what has been mentioned above, also drones help in the early detection of pests and diseases, allowing for timely intervention. They can also plant seeds, reducing labor costs and increasing efficiency.
9 August 2024 12:21pm
Hello,
also in Nature Conservation and Biomonitoring drones can help to reduce labor costs and increase efficiency 😉
My free manual 'Drones in Biomonitoring' - https://doi.org/10.5281/zenodo.8077113 can help to get (more) knowledge how to proceed easily and successfully 😉
📖 The manual was developed to help authorities, landscape conservation / maintenance or nature conservation associations etc. in nature conservation to manage their growing monitoring tasks more effectively and cost-efficiently.
🛸 The use of drones can contribute in many ways to increasing the effectiveness of monitoring, reducing costs and minimizing disturbance - https://www.researchgate.net/profile/Steffen-Doering.
Best regards!
Steffen
12 August 2024 10:56am
@DibblexLesalon looks like a great question for your team at Expert Drones Africa :)
Climate Change AI Innovation Grants 2024 (<$150k)
12 August 2024 12:48am
AI Based Animal Detection Demo App for iPhone
11 August 2024 9:49pm
Enhancing Public/Private Safety and Health Through Toilet Mapping
22 July 2024 12:25pm
9 August 2024 4:30pm
Well stated I completely agree, how do you think this can be done to marginalized groups without the financial muscle?
9 August 2024 5:37pm
Mh! am not sure, but I believe that financial support is essential for this to succeed.
9 August 2024 5:43pm
However, I think it's important to reflect further to determine exactly what needs to be done.
New frontiers in AI for biodiversity research and conservation with multimodal language models
4 August 2024 6:09pm
9 August 2024 4:17pm
Congrats on the publication! Great work!
AI based forest fire early warning system?
6 August 2024 3:41am
6 August 2024 3:30pm
Just some additional resources that may be helpful for ya!
There are some additional start-ups I know of that are working on this, such as Robotics Cats, FireScout, Pano AI, OroraTech, etc. But those are usually image-based (either satellites or drones or static cameras) rather than gas sensors. NOAA is working on a project for this as well (and this). And ConservationX Labs just launched a grand challenge around wildlfire solutions which may be of interest.
9 August 2024 12:59pm
The German start-up Dryad is also working on early fire detection using sensors and AI.
Day 3 of the 2024 #Tech4Wildlife Photo Challenge: Recap and Rewind
7 August 2024 3:33pm
Listen to the Future: A Bioacoustics Horizon Scan
5 August 2024 7:11pm
6 August 2024 3:38pm
7 August 2024 12:52pm
21 August 2024 3:41pm
ChatGPT for conservation
16 January 2023 10:04am
17 July 2024 3:23pm
Hi, I've been using ChatGPT for quick labeling of camera trap recordings. I just posted this as a separate discussion here:
31 July 2024 6:40pm
Interesting!!
5 August 2024 6:38pm
I found this interesting
Rapid Camera Trap labeling with ChatGPT
17 July 2024 3:19pm
20 July 2024 3:28pm
super interesting, thank you for sharing! definitely will watch!
31 July 2024 6:38pm
Very interesting!!
3 August 2024 7:46pm
Really interesting, I will take a look
Successfully integrated deepfaune into video alerting system
2 December 2023 11:15am
12 May 2024 2:59pm
Yes, this system is designed to be installed near farms. We also have the repeller system with audio & light, that is battery & solar powered. This system is a "last line of defence". The blowers alone requires 1000 watts :)
31 July 2024 6:50pm
great accomplishment!!
3 August 2024 8:36am
Great new!!
Beginner Bird Classification Project Question
1 August 2024 11:56pm
3 August 2024 1:02am
Hi Carly, thanks for the advice! I hope to use this project only with the two birds using part of the labeled data from iNaturalist, saving the rest to run in the model. I will take a look at Dan's page as well, thank you so much!
3 August 2024 1:05am
Thank you so much Dan! Honestly, "I just want to learn about training image classifiers and I like birds" is a solid characterization of what I'm doing, or at least my initial spark. Although I plan to focus on the two birds for now, I will keep in mind your tips for adding other birds as I try to improve and advance my project.
3 August 2024 1:08am
Hi Carly, thank you for the advice! I am only focusing on the two birds for now - my goal is to use part of the iNaturalist data I have pulled to train the model and the rest to improve it. I will check out Dan's page as well, thanks so much!
AI and Ecology Research Infosession
1 August 2024 3:58pm
23 August 2024 9:44pm
AI accelerator for nonprofits working in the Climate area
31 July 2024 3:01pm
31 July 2024 6:24pm
Great acomplishment!!!
1 August 2024 1:39pm
Thank you so much! Now everything is in the hands of amazing organizations and companies! But the first results of the Disaster Management cohort are bringing a very optimistic vision! :) I hope for the same in the Climate cohort!
Indigenous communities and AI for Conservation
8 May 2024 12:32pm
9 May 2024 10:26am
Yes, exactly! Alec and I are working together on this.
24 May 2024 3:53pm
I am also commenting for future notifications - very interested to hear some responses.
While not directly related to AI, here in Canada there's quite a conversation around data sovereignty for Indigenous communities, such as OCAP (Ownership, Control, Access, Possession) which may be able to connect you with some of the big players in this part of the world. There is also a few efforts to incorporate more Indigenous knowledge systems in statistical modelling which may be of interest: https://www.biorxiv.org/content/10.1101/2023.09.07.556613v1.full.pdf
31 July 2024 6:49pm
great!
Firetail 12.2 released
12 June 2024 7:01pm
25 June 2024 6:00pm
31 July 2024 6:47pm
interesting!!!
6 August 2024 4:09pm
Hey,
You're correct, traditionally species distribution models are spatial only, but here are a few ideas for how to incorporate time into your modelling:
A few things to bear in mind:
I hope this helps!
-Will