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!
- @Xavier_Mouy
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I build software and hardware tools to help the analysis or the collection of passive acoustic data.
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Clemson University
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- @matthew.boddy
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- @stefan_istrate
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Machine Learning Researcher & Nature Photographer. Building conservation tech for biodiversity monitoring at Wildlife Insights.
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- @tkswanson
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San Diego Zoo Global
Research Coordinator II for the Conservation Technology Lab at SDZWA
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Fauna & Flora
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- @stevef
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Tech Matters
Project Director, Terraso.org (1000 Landscapes for 1 Billion People)
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- @manonverchot
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Multimedia Journalist and Trainer
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My name is Ann Wambui ,a conservationist working as a conservation officer at Mugie Conservancy. Am a Diploma holder specialized in Wildlife Management from the Wildlife Research Training Institute. Currently, am Distance Learning student at the Africa Nazarene University.
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- @annie2
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We're delighted to announce that Connected Conservation Foundation and Airbus Foundation have today launched round 2 of the ‘Satellites for Biodiversity Award’.
2 October 2023
Careers
Could you be our next team member to help empower conservation through data and technology?
28 September 2023
Careers
Island Conservation's Innovation Team is dedicated to developing innovative, data-driven tools to increase the scale, scope, and pace of island restorations around the world. As the Conservation Innovation Manager, you...
27 September 2023
Varaha is seeking a Geospatial Data Scientist to help design, build, and deliver a compelling spatial data science platform and develop industry leading AI models for satellite imagery.
25 September 2023
The partnership will support the Global South with the development, planning and management of marine protected areas (MPAs) in the high seas.
22 September 2023
The new white paper from Rainforest Connection (RFCx) explores the power of ecoacoustics and AI to monitor biodiversity and track progress towards GBF targets using case studies from around the world.
20 September 2023
The program’s third cohort will provide $300,000 to artificial intelligence projects making a positive impact in ecosystems and human communities.
15 September 2023
Article
Five #tech4wildlife people, projects and updates that caught our attention this month. An AI supported bear early warning system, a project that's connecting indigenous communities with high speed internet, exploring...
12 September 2023
Can you create an ecological data collection application on Android for Gibbon and Biodiversity Research. Check out this opportunity with us!
24 August 2023
Please join us in celebrating this year’s top #Tech4Wildlife Photo Challenge Honorees as chosen by our panel of leading conservation organization judges, and enjoy the story contained within these entries about how our...
4 August 2023
Join us as we count down the WILDLABS community's honorees in the first-ever #Tech4Wildlife Community Choice Awards!
3 August 2023
In this interview with Edge Impulse’s Daniel Situnayake, we discuss how we can achieve that balance for machine learning tools, and how to maximize technology’s potential for good.
2 August 2023
November 2023
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June 2023
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Description | Activity | Replies | Groups | Updated |
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This is super cool! Me and @Hubertszcz and @briannajohns and several others are all working towards some big biodiversity monitoring projects for a large conservation project here... |
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AI for Conservation, Autonomous Camera Traps for Insects, Camera Traps | 1 week 4 days ago | |
Hello! If you were interested in the DSAIL Tech4Wildlife Workshop last week exploring how AI can be used to aid conservation efforts, you... |
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AI for Conservation, Conservation Tech Training and Education | 1 week 5 days ago | |
Hey everyone!I am brand new to conservation technology and I am trying to find my way. I currently work in a different field and want to... |
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AI for Conservation, Climate Change, Conservation Tech Training and Education, Drones, Early Career, Earth Observation 101 Community, Emerging Tech, Open Source Solutions, Remote Sensing & GIS, Sensors, Software and Mobile Apps | 2 weeks 5 days ago | |
Very helpful, thank you. One more thing, are there any broad skills that apply to all areas of conservation tech that may be helpful to learn/improve, e.g data analysis? |
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AI for Conservation, Conservation Tech Training and Education, Early Career | 1 month ago | |
Hello everyone, just wanted to advertise here the DeepFaune initiative that I lead with Vincent Miele. We're building AI-based species... |
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AI for Conservation, Camera Traps, Data management and processing tools, Software and Mobile Apps | 2 months 2 weeks ago | |
Hi everyone! We were so delighted to have Adrien along to our June Variety Hour to share more about the Nocturnal Bird Migration project. If you missed it, you can catch up with... |
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AI for Conservation | 2 months 3 weeks ago | |
During Andrew's talk in our June Variety hour (see here), @dmorris put out a call in the chat that might be relevant to our marine and ai... |
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AI for Conservation, Marine Conservation | 2 months 3 weeks ago | |
During Andrew's talk, @dmorris put out a call in the chat that might be relevant to folks catching up on the video, so I'll drop it here too: Re: Andrew's fish work... part... |
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AI for Conservation, Camera Traps, Drones, Marine Conservation | 2 months 3 weeks ago | |
Thanks, @pvlun,@pvlun we are going to try it to develop a model for feral cat and rat detection in camera trap. |
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AI for Conservation | 2 months 3 weeks ago | |
A new COST action has been announced which will focus on the use of computer vision for monitoring insects.InsectAI will run for 4 years... |
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AI for Conservation, Autonomous Camera Traps for Insects, Camera Traps | 3 months ago | |
Carly, that would be great! Thanks! I work with soundscapes and love the work of Rainforest Connection! I'll send you an email (@CUNY) to coordinate! |
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Acoustic Monitoring, AI for Conservation, Conservation Tech Training and Education, Drones, eDNA & Genomics, Emerging Tech, Remote Sensing & GIS | 4 months ago | |
Hi Donya! You might check out the Conservation Tech Directory to see what projects/organizations/tools best align with your interests and skills. |
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Acoustic Monitoring, AI for Conservation, Camera Traps, Drones | 4 months 1 week ago |
The WILDLABS Variety Hour: March 2023 - YouTube
30 March 2023 4:04pm
If you missed our Variety Hour show yesterday, do not fear! It's already live on youtube for your viewing pleasure. Enjoy!
BearID Interview with AWS
29 March 2023 12:35am
Ed Miller of the BearID Project shared this great interview on Twitter and gave WILDLABS a shoutout! If you're new to the AI for Conservation community, you'll want to learn about the BearID Project, which began as a collaboration because of connections made through WILDLABS, and has gone on to set a great standard for machine learning projects in conservation.
AI has critical role to play in helping tackle the climate crisis, new Turing white paper finds
27 March 2023 12:04pm
Four key recommendations for how data science and AI can be better harnessed to tackle climate change:
1. Apply cutting-edge data science and AI to environmental decision-making.
2. Foster a community of AI specialists, environmental researchers and stakeholders across domains and sectors.
3. Build robust digital pipelines to allow researchers to share, store and analyse the vast amounts of data being collected about the environment.
4. Develop digital twins to model and understand the systems that will help us to decarbonise our society.
ChatGPT for conservation
16 January 2023 10:04am
24 March 2023 1:28pm
ChatGPT is not at all reliable for pulling in scientific information - in fact it is not able to pull Google-able real information. Its database is very limited and for everything it doesn't know the answer to, it simply makes something up!
Here is an example: I asked ChatGPT what is the difference between scorpionfish and stonefish and a bunch of follow up questions. They were answered in a "seemingly" reliable way. But when I asked if any of these two species are on the IUCN vulnerable or endangered list, it said yes. I asked for "any examples?", it returned 4 results with actual species scientific names for each category (BTW - I was just testing if it could understand my 2x2 question, I am an HCI expert, so I was just curious). However, a quick Google search returned that these species were actually of "Least Concern". Partially fake information is even more dangerous than 100% fake. I would have so much preferred if ChatGPT had said, "I am not sure, why don't you Google that..."At least it had the decency to admit the mistake and apologise when caught ;-)
So, please do not use ChatGPT to write grant proposals or any of the other ambitious use cases mentioned in this forum by relying on the data it returns - not without googling and validating everything yourself! At least not yet. When ChatGPT gets married to Alexa :-) and can search and analyse web information reliably, then we will be one step closer to an indeed powerful tool for searching and composing information for grants, reviews, reports etc. Even then, scientists will still need to be able to trace and validate the data sources.
24 March 2023 3:07pm
Interesting. Just to comment on the 'please do not use ChatGPT to write grant proposals' as an ambitious use case - personally, I wasn't suggesting or planning to use chatgpt to do the specific content/science side of a grant proposal, my assumption was it would be completely untrustworthy for this and so hadn't even considered it. The usecase we've been talking about has been as a writing assistant, helping with framing and structure for a proposal, and as a starting point to work from rather than starting from a blank page. It's been relatively useful already in this context. It's a helpful jumping off point, not for a finished product.
Catch up with The Variety Hour: March
23 March 2023 11:09am
ARSET - Fundamentals of Machine Learning for Earth Science
21 March 2023 4:49pm
Ol Pejeta Conservancy and Mbaza AI
16 March 2023 7:18pm
Computer Science student looking to work for wildlife
5 March 2023 10:04pm
14 March 2023 2:00pm
Great information! Thank you for sharing this. I actually have Masters in Zoology and have done some field work in Marine Conservation. Since then I have worked in Science education and eventually switched to Software Programming. My dream has always been to work in Conservation, however life happened and I had to give up on this pipe dream. I currently work as a Developer in a contractor role for the Federal Government. Would someone with my experience have an advantage in conservation Tech?
14 March 2023 2:58pm
I think the real demand in conservation tech is for transdisciplianry individuals. If you look at all the stand-out people in this space they are people who occupy multiple domains that are traditionally isolated. These are people who talk fluently in computer science and ecology, for example. Not only this, they are also people who create and imagine in ways that intertwin ideas and concepts across these domains. Its these people, thinking in these ways, that lead to innovations that really move us forward. Some of these people started out where you are now, having crossed domains through their career and then seeing opportunities to bring these skills together in imaginative ways.
14 March 2023 9:53pm
I couldn't agree more with both of these comments tom! I'm reading hundreds (literally hundreds) of applications for open WILDLABS roles at the moment, and the ones that stand out are those where it's really clear they're following genuine curiosity across different disciplines. If you're in conservation, it's the evidence of interest in tech (courses, projects, things you're trying and learning yourself). For tech, it's getting into conservation - all the things you mentioned.
Proposals wanted for Innovation in Practice

6 March 2023 10:34pm
Moveapps EMAC23 Coding Challenge – Participate now!
3 March 2023 7:45am
Underwater Fish Datasets from the Mediterranean
15 August 2022 11:45pm
26 September 2022 9:32pm
Not sure if audio data would be of any use to you, but if so FishSounds has some - I just tried their search function and there is a location tag for 'Mediterranean & Black Sea'.
You might try reaching out to the folks at Name that Fish, Innovasea, or perhaps an entity on the Fisheries Tech list would have Mediterranean stuff?
21 October 2022 7:52am
Hi,
If this is still relevant, you can try reaching out to the Belmaker lab, they do BRUV surveys in the eastern Mediterranean and have hours of video, some of it I believe is annotated. Particularly, Shahar might be helpful, he's the PhD student running point on the project.
2 March 2023 2:03pm
We have made available our underwater videos on YouTube as a playlist https://www.youtube.com/playlist?list=PLnhVZKKy8WkZKriCIV6r7upWhHNVrU_7L
It's about 1.113 short video clips with annotation and each is linked to the corresponding www.iNaturalist.org observations. The iNaturalist.org observations are research quality and have been uploaded to GBIF.org. The observations have been made between 2014 and 2022 around the Ionian Islands (Greece).
If you would need the original videos please contact me.

Elephant Recognition
14 January 2023 10:01am
14 January 2023 3:39pm
I can be reached at [email protected]
16 January 2023 2:30pm
Hi Simon,
i've popped you an email too, but actually sharing some more information here about what you're after will mean you'll be able to get better help from our full community.
What are you looking for in particular? It sounds like there is particular piece of software you've seen that could be useful in your work - do you know what it's called? What do you need to do - image recognition, call recognition? Alerts when calls happen or are you looking for something more detailed? The more you tell us about what you're trying to do the better we'll be able to help!
Steph
26 February 2023 1:44pm
Hi Steph,
This should be a simple project. Recently I came across a website with a sample video I am not sure whether it was from the wild Labs website. Where a camera is seen spotting a raccoon and giving an alert saying raccoon detected. My expectations are on similar lines, the only difference here is to change the raccoon to an elephant or a tiger. Please advice.
The Arbimon newsletter is back!
23 February 2023 11:34pm
Tropical pilot of insect camera traps
22 February 2023 12:17pm
Texas Chapter of The Wildlife Society’s Annual Meeting 2023
20 February 2023 10:56pm
Operation Pangolin launches to save world's most trafficked wild mammal
16 February 2023 7:51pm
17 February 2023 1:50am
Zooplankton Prosome and Lipid Sac Segmentation
15 February 2023 1:44pm
AI, sensors enhance wildfire detection
15 February 2023 10:27am
A pilot program in Oregon’s Willamette Valley will test how well artificial intelligence-enabled sensors can identify and characterize wildfires, which will help with responder resource allocation and boost community resilience.
Hiring Full Stack Developer at Conservation X Labs
10 February 2023 5:35pm
Call for Data: A Global Database of Tree Crown Footprints from RGB Imagery
3 February 2023 11:22am
3 February 2023 7:01pm
You should definitely talk with Ben Weinstein and co (the folks behind DeepForest), if you haven't already!
10 February 2023 4:18pm
Bluesky have a commercial tree crown dataset available covering most of Great Britain (England, Wales and parts of Scotland). There is a canopy layer with approximate outlines of each canopy (the image on this page shows just circular crowns). It's created using aerial imagery.
Machine Learning Scientist

10 February 2023 10:37am
Research Associate - Machine Learning (Underwater Sound)
10 February 2023 10:19am
Engineering Manager, Skylight

10 February 2023 10:14am
New tutorial on Firetail 10 - annotation of acceleration data
8 February 2023 12:18pm
Hi! I created a new tutorial video on how to annotate high density acceleration data using Firetail 10 (www.firetail.de). In particular, I cover
* how to automatically segment your data
* how to edit and modify annotations
* how to transfer models across individuals
* how to overlay external and video annotations
If you like to follow the tutorial, grab
* your movebank account
* this study: https://www.movebank.org/cms/webapp?gwt_fragment=page=studies,path=stud…
* the free edition of Firetail from firetail.de
Commercially available connected audio sensors
2 February 2023 3:08pm
2 February 2023 3:55pm
Hi!
I am not aware of any such connected loggers/recorders but they would be nice.
The AudioMoths have been revolutionary in providing audologging at a low cost but they take a lot of "data muling" (carrying SD cards in and out of the field sites) and swapping of batteries.
Cheers,
2 February 2023 7:50pm
Hi Lars, thanks for the response. We are using lots of Song Meter Micro's atm and they have proved to be resilient. Just need something which doesn't involve going on site regularly - but get the data off.
3 February 2023 7:04pm
Rainforest Connection's (RFCx) Guardian devices may be of interest. They are solar-powered and have connectivity options for Wifi, GSM and satellite transfer. They've previously been used for detecting e.g., gunshots or chainsaws (using edge computing) and then sending positive detections/alerts to folks on the ground. RFCx also hosts Arbimon, a free, no-code software platform that facilitates analysis of audio data as well. Happy to chat more if you'd like to talk further about it!
Artificial Intelligence and Conservation: Indigenous AI
3 February 2023 4:40pm
Job: Building a network of conservation tech across continents
2 February 2023 1:50pm
Consultancy opportunity: Wildlife monitoring specialist
31 January 2023 11:26am
21 March 2023 5:13pm
Interesting thoughts.
1. Great - if it makes it easier for everyone GREAT. If we can all spend less time writing about what makes us good and worthy of funding it means we can spend more time on the actual work. And I can only speak for WILDLABS, but most of our funding comes from people seeing our work and talking to us about what we could do together, rather than us writing long applications about work we could be doing and competing against other projects - though we do do this too. That's not true for everyone, but for us it's going to mean alleviating a pretty significant administrative barrier (and already is).
2. And as someone who reviews a lot of grant and job applications, if it improves the overall quality - even better. I'd rather read across the board good applications and decide on merit, rather than deciding based on who understand how to construct a compelling case for a particular application.
3. Tricky one - but surely it's more equitable to have tighter criteria rather than knocking half hour because of weaker writing?
This last point is interesting and one I hadn't thought about - longer term access could mean entrenching more inequality rather than alleviating it. I dont have any answers, but it's given me something to think about.