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
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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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- @KB
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Wildlife ecologist specializing in animal movement modeling and habitat selection with a strong interest in conservation policy and management decisions.
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- @dmwilliams
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Behavioral ecologist and community science coordinator
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- @davidhunter
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University of Colorado Boulder
PhD student exploring design and technology to connect people with nature and the environment



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- @SamuelNtimale
- | Him
Samuel Nti, a conservationist at APLORI, uses bioacoustics to protect endangered birds. His current work focuses on the African Grey Parrot in Nigeria, where he employs Passive Acoustic Monitoring (PAM) to inform conservation strategies.

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HaMaarag
Quantitative ecologist
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- @emcandler
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- @kaitlyngaynor
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- @frankglujan
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Cardiff University
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El Instituto Humboldt está buscando un(a) Desarrollador(a) de Inteligencia Artificial que quiera aplicar su experiencia en Python y procesamiento de lenguaje natural para proteger la biodiversidad.
25 July 2025
The Marine Innovation Lab for Leading-edge Oceanography develops hardware and software to expand the ocean observing network and for the sustainable management of natural resources. For Fall 2026, we are actively...
24 July 2025
Dear colleagues, I'd like to share with you the output of the project KIEBIDS, which focused on using AI to extract biodiversity-relevant information from museum labels. Perhaps it can be applied also to other written...
17 July 2025
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
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Description | Activity | Replies | Groups | Updated |
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Interesting. Thanks for the explanation. Nice to hear your passion showing through. |
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AI for Conservation, Camera Traps, Data Management & Mobilisation, Open Source Solutions, Software Development | 4 months ago | |
📸 Do you use camera traps in your work? Take part in our survey!Hi everyone! I’m currently a final-year engineering... |
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Camera Traps, AI for Conservation, Data Management & Mobilisation, Open Source Solutions, Software Development | 4 months ago | |
WILDLABS colleagues—My team at TNC is looking for support as we try to understand opportunities of AI applications for freshwater (eco)... |
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AI for Conservation | 4 months 1 week ago | |
Hi Adam! Sounds like you have your work cut out for you. I have not used radar systems or AI systems for this sort of detection, but there are methods using change detection... |
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AI for Conservation, Drones, Wildlife Crime | 4 months 1 week ago | |
Hey Amber, that makes a lot of sense! And this effort by Insect Detect is amazing, thanks for sharing! |
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AI for Conservation, Autonomous Camera Traps for Insects | 4 months 1 week ago | |
One of our goals with explorer.land is to bridge satellite data and on-the-ground perspectives — helping teams combine field updates,... |
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AI for Conservation, Geospatial, Open Source Solutions, Sensors | 4 months 2 weeks ago | |
Hi, just wanted to let whoever is interested that v.1.3 of DeepFaune is out! Deepfaune is a software that runs on any standard... |
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Camera Traps, AI for Conservation, Open Source Solutions | 4 months 2 weeks ago | |
New stable release : v1.5.1We are pleased to announce the latest release with several important enhancement, fixes and documentation improvements to ensure compatibility with the... |
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Acoustics, AI for Conservation, Open Source Solutions, Software Development | 4 months 2 weeks ago | |
Hi all, I'm Vainqueur BULAMBO. I'm looking for a fully funded PhD opportunity in ecological data science or conservation... |
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Acoustics, AI for Conservation, Autonomous Camera Traps for Insects | 4 months 3 weeks ago | |
A nice work from @dmorris! See his LK post. "Lots of information in the conservation literature is represented in maps (e.g., the... |
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AI for Conservation, Geospatial | 4 months 4 weeks ago | |
Hi all, I'm the founder of a company in Texas that provides thermal drone surveying for private game ranches. Right now, we're doing everything completely manually in terms of... |
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AI for Conservation | 4 months 4 weeks ago | |
Really looking forward to following this project. I'm very curious how you'll be able to tease out different species, particularly among species that feature a variety of worker... |
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Acoustics, AI for Conservation | 5 months 1 week ago |
New Add-ons for Mbaza AI
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RFCx/Arbimon is Hiring a Data Scientist!
28 June 2023 9:37pm
Techonomy 23: The AI Dilemma
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21 June 2023 8:23am
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CV4Animals: Computer Vision for Animal Behavior Tracking and Modeling
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Apply for the Google for Startups Accelerator: Climate Change Middle East & Africa Program
9 June 2023 1:54pm
Celebrating World Oceans Day: Revitalizing the marine ecosystem with technology-driven engineered reefs to accelerate CO2 capture
9 June 2023 10:14am
Imageomics Institute Image Datapalooza, August 2023
2 June 2023 11:44pm
ISO Speakers for Emerging Technologies class.
31 May 2023 4:29pm
2 June 2023 2:08pm
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!
10 AI for the Planet Projects you should be excited about
25 May 2023 11:07am
Looking for AI volunteer positions
24 May 2023 5:41am
24 May 2023 3:45pm
Hi Donya! You might check out the Conservation Tech Directory to see what projects/organizations/tools best align with your interests and skills.
Director of Research
Mbaza AI recognized by UNESCO & new team member
17 May 2023 8:49pm
Happywhale: AI-Powered Whale Identification
16 May 2023 10:00am
Lecturer/Associate Professor of Ecology and Innovative Technologies
16 May 2023 9:25am
Deadline Approaching: Conservation Tech Award
15 May 2023 10:21pm
Photo Quadrats, AI, and MERMAID: A Case Study from Mozambique
12 May 2023 3:44pm
AI for Conservation Office Hours: 2023 Review

11 May 2023 10:00am
Crowdsourcing individual ID for pop dyn?
1 May 2023 5:36pm
5 May 2023 6:15pm
That sounds like a really neat project! Do fish get re-caught often enough that individual ID is useful? Is sample bias (more data from popular spots) an issue?
GRO is the story of what on Earth is going on
5 May 2023 1:50pm
Using computer vision to understand bee vision
5 May 2023 1:10am
31 May 2023 10:21pm
Definitely interested! I'm in the ecoacoustics/acoustic monitoring space, working at Rainforest Connection and Arbimon.