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
- | she/her
Seabird biologist experienced in research and applied conservation. Dedicated to conducting and using innovative research to inform conservation decisions.


- 0 Resources
- 3 Discussions
- 7 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
- 0 Discussions
- 5 Groups



- 0 Resources
- 2 Discussions
- 8 Groups
No showcases have been added to this group yet.
I am a PhD student in Korea, and I am interested in self-adaptive software, human-in-the-loop systems, and AI modeling.
- 0 Resources
- 0 Discussions
- 2 Groups
Ecological and Spatial Data Scientist
- 2 Resources
- 0 Discussions
- 4 Groups
Coach, consultant, volunteer, and donor



- 0 Resources
- 58 Discussions
- 12 Groups
Machine learning engineer with extensive data engineering knowledge passionate about ocean conservation. Currently focused on applying deep learning to ocean climate and biodiversity datasets. Based in India, open to global relocation or collaboration.
- 0 Resources
- 2 Discussions
- 7 Groups
- @bstan
- | she/her
- 0 Resources
- 0 Discussions
- 1 Groups
- @crazybirdguy
- | Him
Field Biologist at Yayasan Cikananga Konservasi Terpadu, Indonesia, with experience and interest mainly in ornithology, citizen science and bioaccoustic

- 0 Resources
- 10 Discussions
- 12 Groups
I'm a young agronomist/expert in the planning and management of protected areas at the start of my career in the conservation of terrestrial flora and fauna. I have good experience in plant management and production. My passion for biodiversity conservation has led me to acquire
- 0 Resources
- 0 Discussions
- 3 Groups
- @aswathyjose86
- | she
- 0 Resources
- 0 Discussions
- 9 Groups
- @Anandi7316
- | she / her
Ecologist, Doctoral researcher @ ARI-Pune | Biodiversity- rock outcrops ecology
- 0 Resources
- 0 Discussions
- 8 Groups
NatureHelm empowers businesses to proactively manage nature-related risks and opportunities across their operations and value chains. We provide a cutting-edge platform that transforms complex, fragmented biodiversity data into clear, site-specific insights.

- 0 Resources
- 1 Discussions
- 4 Groups
- @KPropp
- | She,her,hers
High-energy conservation leader, project manager, and science communicator.

- 0 Resources
- 0 Discussions
- 3 Groups
- @jonesen2
- | she/her
- 0 Resources
- 0 Discussions
- 4 Groups
Come join us at AIMS, and work on deep learning for bioacoustics research!
14 June 2024
The AI for Climate and Nature Grand Challenge initiative from the Bezos Earth Fund has opened a call for proposals for "exploring new ideas for multiplying the impact of climate and nature efforts using modern AI"
12 June 2024
The San Diego Zoo Wildlife Alliance's Burrowing Owl Recovery Program and Conservation Technology Lab seek a postdoctoral research associate to develop bioacoustic tools for monitoring the western burrowing owl...
11 June 2024
Come and do the first research into responsible AI for biodiversity monitoring, developing ways to ensure these AIs are safe, unbiased and accountable.
11 June 2024
€4,000 travel grants are available for researchers interested in insect monitoring using automated cameras and computer vision
6 June 2024
WildLabs will soon launch a 'Funding and Finance' group. What would be your wish list for such a group? Would you be interested in co-managing or otherwise helping out?
5 June 2024
Now accepting applications for two $15,000 grants to help protect wildlife through cutting-edge, technology-driven efforts
3 June 2024
These authors "develop an approach based on stochastic simulations of biodiversity and a deep learning model to infer richness at global or regional scales through time while incorporating spatial, temporal and...
20 May 2024
Check out this paper that reviews the current state of AI in conservation.
9 May 2024
In 1987, sustainability was defined by the United Nations Brundtland Commission as “meeting the needs of the present without compromising the ability of future generations to meet their own needs.”In 1987,...
7 May 2024
€2,000 travel grants are available for researchers interested in insect monitoring using automated cameras and computer vision
3 May 2024
Save the Elephants is seeking a Principal Investigator for our Elephant Collective Behaviour Project. This role will spearhead research initiatives using cutting-edge video analysis tools to study elephant group...
1 May 2024
September 2025
event
event
event
event
October 2025
event
event
event
December 2025
event
March 2026
event
August 2024
March 2024
December 2023
83 Products
Recently updated products
17 Products
Recently updated products
Description | Activity | Replies | Groups | Updated |
---|---|---|---|---|
Hello everyone,I’ve been running a set of trail cameras for several months and now have thousands of images showing consistent activity... |
|
Camera Traps, AI for Conservation, Animal Movement | 13 minutes 41 seconds ago | |
Hello WildLabs community,Here's an update on our progress with the AI-based marine mammal sound detection platform.What We've AccomplishedWe've completed our first milestone:... |
|
Acoustics, AI for Conservation, Marine Conservation | 58 minutes 38 seconds ago | |
hi chad, its great to hear from you_its really a great idea and impactful journey in our community having experience in community-led conservation initiatives, working... |
|
Acoustics, AI for Conservation, Animal Movement, Camera Traps, Citizen Science, Climate Change, Community Base, Connectivity, Drones, eDNA & Genomics, Emerging Tech, Funding and Finance, Geospatial, Human-Wildlife Coexistence, Software Development, Wildlife Crime | 1 day 5 hours ago | |
Hi everyone :)I’ll be in Kinshasa, DRC from 22 to 27 September as part of the AFRISTART program (Qawafel/RedStart Tunisie), which supports... |
|
AI for Conservation, Community Base, East Africa Community, Edge Computing | 1 day 7 hours ago | |
We sell a product that includes the model, but we don't have a freely downloadable model for that purpose. You could try pytorch wildlife or speciesnet for a version to compare... |
|
AI for Conservation, Camera Traps, Edge Computing | 6 days 10 hours ago | |
in the last 3 months we hosted allander hobbs, an under graduated student from the university of edinbrugh, UK .during his interactive... |
|
AI for Conservation, Animal Movement, Autonomous Camera Traps for Insects, Citizen Science | 6 days 1 hour ago | |
Thanks for the informative videos ... wondered if anyone had recommendations for best IR PoE camera for monitoring wildlife at nighttime? my setup is to stream to a frigate server... |
+15
|
AI for Conservation, Autonomous Camera Traps for Insects, Camera Traps, Edge Computing | 1 week ago | |
Hi Youssef,Yes I've been following along and am looking forward to this group!Feel free to share whatever! |
+16
|
AI for Conservation, Camera Traps, Edge Computing | 1 week 1 day ago | |
Hey Alejandro, thanks for trying it! :))The feature you are asking about is called in technical language - animal re-identification. Unfortunately, we currently don't have this... |
|
AI for Conservation, Camera Traps, Data Management & Mobilisation, Software Development | 1 week 4 days ago | |
Very inspiring! I completely agree that AI should help free conservationists from repetitive tasks so they can focus on strategy and fieldwork. In our IDEPROCONA project in... |
|
AI for Conservation | 1 week 6 days ago | |
I create ocean exploration and marine life content on YouTube, whether it be recording nautilus on BRUVs, swimming with endangered bowmouth... |
|
Acoustics, AI for Conservation, Animal Movement, Camera Traps, Citizen Science, Drones, Emerging Tech, Marine Conservation, Sensors, Sustainable Fishing Challenges, Wildlife Crime | 2 months ago | |
I think it is time for exploring many AI s application around our careers and projects. With waste management too! this is also very interesting |
|
AI for Conservation | 2 weeks ago |
Tutorial: model quality estimation with Firetail 12
9 July 2024 8:43am
Bringing BearID to Ecuador
22 July 2024 3:41am
28 July 2024 10:17pm
@bluevalhalla thanks for sharing the awesome video, sounds like a great project!
Looking for interview participants for research on AI Conservation & the CBD
23 July 2024 1:45pm
Move BON Development: Follow up discussion
19 June 2024 12:02pm
11 July 2024 10:14pm
You can catch up on the recording at that same link to the June Variety Hour! Lacey's fabulous talk starts around the 9:40 mark :)
12 July 2024 5:38am
Hi Talia!
I feel like the topic is so broad that it might help to put some constraints around things, see what works, and then broaden those out. I have a lot of ideas regarding the data monitoring and collection side based on the other sensor and observation networks we've set up in the past.
There may also be some potential scope to incorporate things like data collection and integrated monitoring to the Build Your Own Datalogger series where the system is updated to feed data into the observation network.
It'd probably take a bit of discussion and coordination. Let me know if interested. I'm fine to jump on a call or discuss via email too.
22 July 2024 9:24pm
@cmwainaina please take a look
Rapid Camera Trap labeling with ChatGPT
17 July 2024 3:02pm
Two-year Postdoc (extendable) in AI and Remote Sensing to Monitor Earthworms in the Field
16 July 2024 9:02am
REDAA is hiring a consultant to explore AI - DEADLINE EXTENDED
11 July 2024 12:33pm
ForestSAT
5 July 2024 7:04pm
3 September 2024 6:02pm
Question About Interpolation
18 June 2024 10:52pm
28 June 2024 6:35pm
The use of synthetic training data such as interpolated sequence values is common, but fraught with the issue of your synthetic signal generating features that are not true to real life.
Instead, you might think about about appending the values of two long-period sin waves per input element to the sequence going in to your first linear / fully-connected layer. The simplest thing that could possibly work would be to interpret minute of the day and day of the month as the values of your sin wave! (Or perhaps minute/hour if all training sequences are quite short.) Since you’re doing sequence prediction, you would add the appropriate values for each image(?) in the sequence being evaluated.
With that additional signal going in to the model in the early layers, the NN should have a good chance of learning that the differences in the modulating signal corresponds to distance in time.
This technigue was popularized by early Large Language Models to encode the distance between words. There’s been refinement (search “Rotary Encoding” for instance) but the basic idea of sin waves generalizes well.
Workflow for automated precise seeding with drones and artificial intelligence
20 June 2024 12:22pm
FOSS Geospatial Tools
Deep learning & bioacoustics postdoc in Cape Town, South Africa
14 June 2024 1:52pm
Conservation Technology for Human-Wildlife Conflict in Non-Protected Areas: Advice on Generating Evidence
22 January 2024 11:36pm
4 February 2024 8:16am
Hi Amit,
The most important thing is that the livestock owners contact you as soon as possible after finding the carcass. We commonly do two things if they contact us on the same day or just after the livestock was killed:
- Use CyberTracker (or similar software) on an Android smart phone to record all tracks, bite marks, feeding pattern and any other relevant signs of the reason for the loss with pictures and GPS coordinates. [BTW, Compensation is a big issue -- What do you do if the livestock was stolen? What do you do if a domestic animal killed the livestock? What if it died from disease or natural causes and was scavenged upon by carnivores afterwards?]
- In the case of most cats, they would hide the prey (or just mark it by covering it with grass or branches and urinating in the area). In this case you can put up a camera trap on the carcass to capture the animal when it returns to its kill (Reconyx is good if you can afford it - we use mostly Cuddeback with white flash). This will normally only work if the carcass is fresh (so other predators would not be able to smell it and not know where it is yet), so the camera only has to be up for 3-5 days max.
This is not really high-tech, but can be very useful to not only establish which predator was responsible (or if a predator was responsible), but also to record all the evidence for that.
13 June 2024 8:58pm
Hey Amit,
This is a great question; from our work, we've seen people do a couple of things. We've even seen people using Ring doorbell footage in urban areas as evidence.
The best thing we've seen is matching the community needs with existing infrastructure:
- Are there existing cameras you can leverage, like the doorbell cameras?
- Can public participation monitoring service this, i.e. public submitted photos and videos?
It also totally depends on the wildlife species you're working with, the interaction, damages, etc. If you've found any good solutions, let me know. I'd love to share that information with our clients here who have constant bear problems.
14 June 2024 9:09am
In that case, you might want to keep an eye on the project from @Lars_Holst_Hansen
I have been working hard on this camera based polar bear alarm with Kim Hendrikse and other collaborators including Zoologisk Have in Copenhagen - where the system is now beeing tested. I hope to… | Lars Holst Hansen | 17 comments
I have been working hard on this camera based polar bear alarm with Kim Hendrikse and other collaborators including Zoologisk Have in Copenhagen - where the system is now beeing tested. I hope to field test it at Zackenberg Research Station next year. | 17 comments on LinkedIn
Bezos Earth Fund, AI for Climate and Nature Grand Challenge call for $50K-2M projects
12 June 2024 2:58pm
Postdoctoral Research Associate: Bioacoustics & population modeling
11 June 2024 9:35pm
Fully funded PhD in AI biodiversity monitoring
11 June 2024 1:07pm
AI Identification Models on Thermal Data
6 June 2024 8:30pm
7 June 2024 4:06am
Wow! This dataset seems great and definitely worth trying out. Do you perhaps have a dataset for deer, elk, and those animals of the sort?
I live in the mountainous region so deer are very common and easily hit.
Thank you again
7 June 2024 5:43pm
Sorry, the only other dataset of thermal camera trap images that I'm aware of is mostly elephants, although it does have some goats:
https://github.com/arribada/human-wildlife-conflict?tab=readme-ov-file#elephant-dataset
7 June 2024 7:28pm
No worries! I'll be trying the other one to see how it works. Thank you for your help!
VIHAR-2024 deadline extension, June 30th (Interspeech satellite event)
5 June 2024 10:30am
5 June 2024 3:05pm
Thanks for sharing this @nkundiushuti ! I think this post would be better suited as an event, that way it will show up on the WILDLABS event calendar page. Let me know if you have any questions on how to make an event post! You just click the +Post button in the top right corner, then click "event."
7 June 2024 8:29am
hi Alex!! I already posted the event, I just wanted to posted an update: the deadline was extended.
7 June 2024 1:45pm
Fantastic!!
€4,000 travel grants for insect monitoring an AI
6 June 2024 4:49pm
New WILDLABS Funding & Finance group
5 June 2024 3:24pm
5 June 2024 4:14pm
6 June 2024 1:38am
6 June 2024 4:16am
Apply! 2024 Conservation Tech Award
3 June 2024 3:51pm
Recruiting for a paid study on Explainable AI & bird identification
1 June 2024 8:34pm
Announcing: BeetlePalooza 2024
31 May 2024 9:00pm
Bioacoustics and AI 101
29 May 2024 2:21pm
9th Workshop On Detection and Classification of Acoustic Scenes and Events
28 May 2024 8:57pm
32nd European Signal Processing Conference
28 May 2024 8:44pm
5th World Ecoacoustics Congress
28 May 2024 8:07pm
31 July 2024 6:44pm
so great!!!