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.
- 0 Resources
- 1 Discussions
- 7 Groups
- @eccrc25
- | she/they
- 0 Resources
- 0 Discussions
- 5 Groups
I am a recently graduated Computer Scientist and Mathematician passionate about animals and nature.
- 0 Resources
- 0 Discussions
- 10 Groups

- 0 Resources
- 0 Discussions
- 15 Groups
- @Sumit_Arora
- | He/Him/His
Centre for Wildlife Studies
Technology | Sustainability | Biodiversity
- 0 Resources
- 1 Discussions
- 4 Groups
Wildlife Bio in Yukon Territory Canada
- 0 Resources
- 1 Discussions
- 6 Groups
- @otgonbayartm
- | He / His
Many thanks to WILDLABS. This community aligns precisely with my professional interest in applying IT expertise to nature conservation.

- 0 Resources
- 1 Discussions
- 7 Groups
Electronics Engineer working in the development of smart conservation technology solutions.

- 0 Resources
- 0 Discussions
- 9 Groups
- @muganyizi
- | Mr.
Muganyizi Melchior Kamuganga is a Tanzanian youth passionate about creating positive social changes. He is a professional Wildlife manager and passionate beekeeper. He is a member of the Lightup impact community in east Africa, Masterpeace global network, Metis and Ashoka alumni
- 0 Resources
- 8 Discussions
- 8 Groups
- @sopara
- | She/her
- 0 Resources
- 0 Discussions
- 4 Groups
Sky Senderos helps Texas landowners collect more accurate, actionable data on their wildlife populations. Our thermal drone surveys enable property owners and lease members to inform wildlife management efforts and monitor population trends.
- 0 Resources
- 1 Discussions
- 1 Groups
- @angelabenard
- | they/them
Species360
With a strong background in donor relations and community engagement, Angela is committed to fostering partnerships that enhance conservation efforts. They hold a Master’s degree in Public Administration and is an active member of the nonprofit community.
- 0 Resources
- 2 Discussions
- 3 Groups
Funding
Hackster is calling on engineers, developers, and technologists worldwide to propose innovative Edge AI solutions that address critical environmental challenges, with a focus on wildlife protection, deforestation...
28 August 2025
Hello everyone, I’m glad to join this group and learn from your inspiring experiences. At INITIAM ASBL, we are implementing IDEPROCONA – Digital Innovation in Ecosystems for Protection and Conservation of Nature in...
20 August 2025
Promoting Birds & Wildlife Conservation through Ecotourism
18 August 2025
The recent Ramsar Conference in Victoria Falls, Zimbabwe, underscored the critical importance of wetland conservation and the need for innovative solutions to protect these vital ecosystems.
16 August 2025
The AI for Climate Resilience Program is a new initiative by Klarna that aims to support pioneering projects that leverage artificial intelligence for climate adaptation in underserved, climate-vulnerable regions.
6 August 2025
Read about the advice provided by AI specialists in AI Conservation Office Hours 2025 earlier this year and reflect on how this helped projects so far.
6 August 2025
If you're a Post-Doctoral Fellow, a PhD student, or a member of the research staff interested in applying your computational skills to support active research publications, please read on to learn about the Cross-...
5 August 2025
If you're a PhD student, post-doc, advisor, or marine expert - Plan Vivo is looking for you!
5 August 2025
A free, self-paced course series for nonprofit professionals is available through August 31.
31 July 2025
Link
The GeoCroissant team is conducting a short survey (5–10 minutes) to better understand user needs and preferences around geospatial metadata in machine learning. Your input will support the development of an open...
28 July 2025
Careers
This role will investigate the potential of large-scale deep learning models, for constructing 3D models of coral reefs
28 July 2025
🔥 Excited to join the WILDLAB community! I’m Robert Chonge — a Full Stack Developer with a passion for AI and Big Data, now channeling that tech firepower toward environmental conservation.Let’s turn data into action...
26 July 2025
September 2025
event
event
event
event
October 2025
event
event
event
December 2025
event
March 2026
event
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 1 hour 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 |
New paper - Rookognise: Acoustic detection & identification of individual rooks in field recordings using multi-task neural networks
3 October 2022 2:35pm
New paper - FathomNet: A global image database for enabling artificial intelligence in the ocean
27 September 2022 9:44pm
Conservation Tech Directory - new update!
29 August 2022 2:38pm
26 September 2022 10:07pm
Thanks so much!!
Mangrove soundscape
27 August 2022 4:57pm
29 August 2022 2:47pm
You might check out the devices listed in the Conservation Tech Directory - you can search for 'acoustic recorder' or 'ARU' or something like that.
The most common off-the-shelf models (other than Frontier Labs' BARLTs mentioned above😊) are Open Acoustic Devices Audiomoths & Hydromoths (which may be particularly useful for you since they come in completely watertight cases that can be stuck underwater for deployments), Wildlife Acoustics' SongMeter series, and Cornell Lab of Ornithology's Swift units.
30 August 2022 10:10pm
Camilo--
Are you interested only in airborne sounds or do you want to deploy hydrophones? That decision would inform a lot of other decisions about your purchase of equipment, as would having a clearer picture of your budget.
23 September 2022 5:39pm
Hi there Camilo,
What an interesting project! If you are looking for a lower cost, but effective tools for acoustic monitoring you might want to look into two options:
SoundTraps - are very commonly used and perform quite well:
SonarPoints - these are also a great instrument option:
page/sonarpoint | Desert Star Systems
The SonarPoint system is the third generation of Desert Stars passive underwater acoustics monitoring toolkits.
Senior Conservation Technology Expert Position (Consultancy) with the Global Wildlife Program
22 September 2022 5:35pm
Catch Up with the Variety Hour: October 2022
22 September 2022 1:59pm
WIA After Hours: Episode #5 - AI for Wildlife Conservation and Imageomics with Dr. Tanya Berger-Wolf
21 September 2022 6:53pm
Amazon Sustainability call for proposals — Fall 2022
20 September 2022 11:37am
Google.org commitment on using AI to accelerate progress on global development goals
16 September 2022 6:31pm
Research Software Engineer, Climate & Sustainability, IBM
16 September 2022 2:18pm
CamTrap Ecology meets AI conference
14 September 2022 4:47pm
Join the BirdNET team!
9 September 2022 2:43pm
Postdoc: Interpretable ML for species-based image classification
1 September 2022 9:34pm
New paper - 'soundClass: An automatic sound classification tool for biodiversity monitoring using machine learning'
1 September 2022 8:53pm
Introducing G.AI.A: Artificial Intelligence and Planetary-Scale Environmental Management
31 August 2022 10:25pm
Mara Predators Hackathon
30 August 2022 1:28pm
Research Associate in Conservation Ecology at QUT
29 August 2022 2:54pm
Conservation Technology Research Internship
26 August 2022 4:58pm
Postdoc in the application of AI for wildlife conservation & management
26 August 2022 11:47am
Online Hackathon: Predators conservation in the Maasai Mara
22 August 2022 10:32am
Ceres Wild Rhino application
22 August 2022 1:29am
29 September 2022 4:05am
Lead Software Engineer for ARISE
19 August 2022 8:22am
Lead Software Engineer, Wildlife Insights
10 August 2022 11:06pm
Research Technician - Unoccupied Aircraft Systems Pilot and Geospatial Analyst
10 August 2022 10:40pm
Building a simple AI-powered, human-in-the-loop system to manage wildlife camera trap images & annotations
10 August 2022 8:12pm
3yr Postdoctoral Associate: Remote Sensing and Unoccupied Aircraft Systems
10 August 2022 5:29pm
Catch Up with the WILDLABS Variety Hour: August 2022
10 August 2022 11:44am
Technology may solve climate change problems, but it’s also causing them | VentureBeat
8 August 2022 11:26am
Can deep learning identify seabirds? (species, within-species, individual)
25 May 2022 8:24pm
21 June 2022 4:55pm
Update: I asked the same question on twitter so I'm sharing answers I got there:
Let's chat! We've been training models to run on trail cameras as images/videos are captured, and have worked on migratory birds along coastlines (more info: https://t.co/NzW4GO2Wqp)
— Henrik Cox (@henrik_cox) June 1, 2022
21 June 2022 5:41pm
Hi Yvan,
I dropped this into the AI for Conservation slack group as well, you got this reply this morning:
Steph
8 August 2022 11:12am
Hi Yvan,
If you find something which reaches your expectation and especially the ability to identify individual with plumage patterns I will be intereted.
In the same idea that Ultralytics, there is :
Lobe · GitHub
Machine Learning Made Easy. Lobe has 11 repositories available. Follow their code on GitHub.
Which could probably answer your first and second requirements.
And find here a great website showing all the IA-based camera software, you may find solutions or contact throw this list:
23 September 2022 5:26pm
Congrats on the milestone Carly and Gracie!