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!
No showcases have been added to this group yet.
- @Helga_Kuechly
- | she/her
World Wide Fund for Nature/ World Wildlife Fund (WWF)
I am a Geo-ecologist, who loves to use GIS, remote sensing, citizen science and knowledge transfer to shape for a better future for nature - We are part of nature, so let's act like it!
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- @lconfuron
- | Laetitia
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Ranger Campus
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- @womble
- | he/him
AI Researcher, with 30+ years experience in academia and industry. Currently consulting for a company using drone imagery to analyse property heat loss. Expertise in machine learning, NLP, python, Google Cloud. https://julianrichardson.net
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I am a herpetologist interested in bioacoustics, evolution and conservation biology. Currently, I am a postdoc fellow at Universidade Federal de Santa Maria (UFSM), Brazil.
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- @Harsha
- | He/Him
I am a marine biologist / acoustic ecologist from Australia. Fascinated by bioacoustics, I always look forward to learning from people in conservation!
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Holder of BSc in Applied Zoology. Assistant Ecologist at Ruaha National park.


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University of Zurich
PhD student at the University of Zürich (CH) in PopEcol group, working with camera traps and mammals
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- @fsattar
- | Farook
Farook Sattar received his Technical Licentiate and PhD degrees from Lund University, Sweden. He obtained his B.Eng and M.Eng degrees from Bangladesh University of Engineering & Technology (BUET), Dhaka in Electrical and Electronics Engineering.
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- @sroilo
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- @nabilla.nuril
- | She/Her
University College London (UCL)
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This study breaks ground in outlining a methodology for a system of low-cost, long-term camera traps (Dispersed Environment Acquatic Cameras) that can be deployed over large spatial scales in remote marine environments...
30 November 2021
In pursuit of saving the Monarch butterflies, Carlo Mondavi- pioneer of the Monarch challenge- was inspired to develop the world's first fully electric smart tractor tractor with co-founder and Chief Executive, Praveen...
29 November 2021
Article
This research article explores the challenges of achieving environmental data justice, with the continued advancement in technology and growth in available data. The author emphasises the necessity to prioritise ...
26 November 2021
In Ellie Warren's interview with Sara Beery as part of the Technical Difficulties Editorial Series, they discussed how the hype surrounding machine learning impacts our perceptions of failure, and how conservationists...
23 November 2021
CAIMAN is a product from the Sensing Clues Foundation that automatically classifies animals on images from camera traps. It aims to be available by the end of 2021, contact the Sensing Clues team for more details. This...
18 November 2021
The GEO-Microsoft Planetary Computer Programme invites the GEO community to be among the early adopters of Microsoft's Planetary Computer. The Programme will support a number of 12-month projects that use The Planetary...
4 November 2021
On 3rd November 2021, Earthranger Announced Giraffe Conservation Foundation and Lion Guardians as the inaugral Conservation Tech Award Recipients. The two organizations are Harnessing the Power of Technology to Protect...
3 November 2021
The Centre for Statistics in Ecology, Environment and Conservation, a research group within the Department of Statistical Sciences at the University of Cape Town, is now hiring for a funded postdoc or PhD postion with...
1 November 2021
This article explores the use of IoT and Machine Learning Technologies in Ewaso Nyiro River, Kenya - which serves several communities as well as wildlife in Olpejeta Conservancy and Lewa Conservancy, among others. Data...
21 October 2021
The International Journal of Computer Vision is calling for papers on Computer Vision Approach for Animal Tracking and Modeling. Visit the Springer website for further details and submission guidelines.
20 September 2021
In this thought piece from Whale Seeker, Malcolm Kennedy considers the strengths of weaknesses of citizen science and AI, both used to analyze large amounts of conservation data, and discusses the importance of data...
19 August 2021
Today, we're chatting with our WILDLABS Fellowship: On the Edge partners at Edge Impulse about how conservation tech funding and support can be more sustainable, and why reimagining how fellowships make an impact is so...
13 August 2021
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Recently updated products
Description | Activity | Replies | Groups | Updated |
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Hi, I am a PhD student in computer science and currently working in Animal emotion detection. I would be happy to join your team. |
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AI for Conservation | 3 weeks 3 days ago | |
Hi everyone! I am so excited to be a part of this group for two reasons. First, as part of my job, i manage computers and other devices. On... |
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AI for Conservation | 3 weeks 6 days ago | |
Hello Youssef,Yes, let's keep contact. I'm currently looking for good conferences to publish my work, if you are aware of something, please let me know. |
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AI for Conservation, Community Base | 4 weeks 2 days ago | |
Also, I would generally interested to contribute to the Internet of Turtles with sea turtle photos. There are a lot of Green and Hawksbill sea turtles of various ages in the sea... |
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AI for Conservation | 1 month ago | |
G-DiNC 2026: Global Drones in Nature Conservation Symposium & ExpoNairobi & Naivasha, Kenya | March 3–6,... |
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Drones, AI for Conservation, Conservation Tech Training and Education, Emerging Tech, Marine Conservation, Sensors | 1 month ago | |
Idles around 2W, peaks a bit more than 6W. |
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Camera Traps, AI for Conservation | 1 month ago | |
Yes, thanks Riley and Kim. Someone suggested WIS and I am currently in discussions with them. Their system seems especially well suited for the purpose and I am hoping it works... |
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AI for Conservation, Emerging Tech, Sensors | 1 month 2 weeks ago | |
Do you know a nonprofit or organization that is looking to work with students passionate about the environment? Code the Change... |
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AI for Conservation, Citizen Science, Conservation Tech Training and Education, Open Source Solutions, Software Development | 1 month 2 weeks ago | |
Play FathomVerse: App Store | Google Play Join the Community: Discord | Instagram | TikTok | LinkedInStay up-to-date: ... |
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Marine Conservation, AI for Conservation, Citizen Science | 4 months 3 weeks ago | |
I create ocean exploration and marine life content on YouTube, whether it be recording nautilus on BRUVs, swimming with endangered bowmouth... |
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Acoustics, AI for Conservation, Animal Movement, Camera Traps, Citizen Science, Drones, Emerging Tech, Marine Conservation, Sensors, Sustainable Fishing Challenges, Wildlife Crime | 1 month 2 weeks ago | |
Hey, you are asking the right kind of questions! There are quite a lot of things which make Animal Detect unique, while we constantly build on new and improved features. ... |
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AI for Conservation | 1 month 2 weeks ago | |
Hi Sam,I'm the Nature Tech and AI Innovation Manager at Conservation International, and we have a number of use cases of AI for different aspects of conservation (sustainable... |
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AI for Conservation | 1 month 2 weeks ago |