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.
Sea Mammal Research Unit Univ' St Andrews
I work in marine bioacoustics with a focus on the conservation of marine mammals. Most of the time I'm developing and using passive acoustic technology to study the underwater behaviour of dolphins and porpoises. I'm also a keen developer on the PAMGuard project.



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BirdLife International
I deliver policy and advocacy components of cross-regional projects and initiatives concerning international site-based conservation, including through international mechanisms such as the Ramsar Convention, Convention on Migratory Species (CMS) and World Heritage Convention.
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- @billoxbury
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Mathematician and data/AI scientist, interested in environmental applications; wildlife photographer and volunteer.
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- @TheDataEnthusiastic
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Hi, I'm pursuing Master's in Data Science. And I want work help protect nature and wildlife.
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World Wide Fund for Nature/ World Wildlife Fund (WWF)

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- @Alejandro
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This climate crisis does not have to be a story of loss but rather a story of redemption, rebirth, and change. My paintings capture the spiritual nature, the grounding energy of our shared existence with the natural world. AML-ART.COM
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- @jodirowley
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Conservation biologist obsessed with frogs
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Sound art and design
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- @apcxs
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I am a Geoscientist interested in using geospatial data science to contribute to solutions of today’s environmental challenges. I mostly worked with land surafce temperature data from satellites and drones to study how high mountain landscapes respond to climate change.
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- @Helga_Kuechly
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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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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
A combination of cameras and real-time AI analysis tools are strengthening California's fire detection efforts to enable rapid response and prevent the spread of massive wildfires.
29 August 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
This article discusses Cornell's bioacoustics work with AI tools to recognize both elephant "voices" as well as gunshots. The elephant rumbles analyzed in this work are almost imperceptible to the human ear, but can be...
9 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
GeoNadir shared how drones and AI can help assess seagrass habitats at the Great Barrier Reef, as well as how satellite imagery can monitor seagrass on a wider scale.
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
Working with WWF, Vodacom is using cutting-edge artificial intelligence (AI), Internet of Things (IoT) technology and infrared cameras to help minimise whale entanglements in mussel farming ropes off the southwest coast...
28 July 2023
Every nature business or wildlife NGO faces 3 obstacles: 💰 Money ⏱️ Time 🤓 Expertise Now I have great news: AI can help your nature venture with all 3 of them. 👉 You can still sign-up https://...
20 July 2023
Exciting opportunity for an experienced biodiversity monitoring expert in ZSL's conservation department
18 July 2023
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Description | Activity | Replies | Groups | Updated |
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This works very well, and can remove the movie strip icons from the edges of the thumbnails, which obscure animals just coming into the frame. https://icaros.en.softonic... |
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AI for Conservation | 4 years 6 months ago | |
Dan's comments about the need for technologists and conservationists to manage and share (properly annotated) data struck a chord with me, it was right at the end of the... |
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AI for Conservation, Data management and processing tools | 4 years 6 months ago | |
Hi Alex, that sounds great! Feel free to email me at luisa.teixeira@vizzuality.com, that may be simpler. |
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AI for Conservation | 4 years 6 months ago | |
Hi. Just watched the Youtube version (I'm in the unable to watch live hemisphere) and wanted to say that was a great talk. I wish it could have gone for another hour. I liked... |
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AI for Conservation, Camera Traps | 4 years 6 months ago | |
The IUCN Otter Specialist Group is hosting a Virtual Eurasian Otter Workshop on 26-28.February.2021. There will be invited talks and... |
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AI for Conservation, Camera Traps, eDNA & Genomics | 4 years 6 months ago | |
I know I'm very late, but I only discovered this recently. Is your team still active/accepting new members? |
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AI for Conservation | 4 years 7 months ago | |
Hi @pmnguyen1224 , thanks for reaching out and checking out the system! We would love to help ensure that you're able to get pattern matching to work for... |
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Acoustics, AI for Conservation | 4 years 7 months ago | |
Hi Andrew, Yo need to train a lightweight DNN model for bird flocks which can then be deployed on Raspberry Pi. For initial starters, you can look into the below tutorial:... |
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AI for Conservation | 4 years 8 months ago | |
This is great, thanks for sharing. |
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AI for Conservation | 4 years 9 months ago | |
Dear Zoe, I wonder whether FIT would be good for species-level (rather than individual level) identification of small mammals. We use track tunnels to get prints of dormice (3... |
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AI for Conservation, Emerging Tech | 4 years 9 months ago | |
AI for Climate Forum: Lightning Talks Bonnie Lei, Microsoft AI for Earth - 4pm GMT, October 30 Register here: https://us02web.zoom.us/webinar/register/... |
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AI for Conservation | 4 years 9 months ago | |
Hi Wildlabbers, Just popping in to share this very cool primer for beginners to embedded machine learning from our tutor Daniel Situnayake! If you're interested in... |
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AI for Conservation, Camera Traps | 4 years 10 months ago |