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!
- @afsanaemrose
- | she
Wildlife Conservation Society (WCS)
Hello! It's Emrose this side. I am freshly baked graduate and newbie bird enthusiastic.
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- @Edonga
- | He/His
Paul Edonga is from the Indigenous Pastoralist Tribes of Northern Kenya. A seasoned Leader in indigenous-led conservation of Endangered Beisa Oryx, African Small Antelopes their habitats & Dryland Forests. He's the founder of Save Beisa Oryx Community Resilience Trust-SBOC
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- 1 Discussions
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- @PrasadDWilagama
- | He/Him
Data Scientist | Full Stack Developer | AI ML Engineer | Lifelong Learner | Researcher | AI & MI |
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- 5 Groups
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- 5 Groups
- @sruizguz
- | He / Him / His
Laboratory research technician at the Kitzes lab - University of Pittsburgh. My research focuses on acoustic monitoring for ecology and conservation.
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- 0 Discussions
- 4 Groups
- @jenlaw
- | She/Her
Biodiversity scientist specialising specialising in the study of tropical ecosystems and their biodiversity using multiple forms of technology, including acoustics, images and robotics.
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- @Johnolang
- | Him/he
My name is John Olang. Currently a master of student at IHE, Delft Netherlands in LImnology and Wetland Management
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- 1 Discussions
- 7 Groups
World Wide Fund for Nature/ World Wildlife Fund (WWF)
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The University of Queensland
Passionate about using technology and data to solve conservation issues.
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- 2 Discussions
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- @ldbraunholtz
- | she/her
(Tropical) forest ecologist w interest: biodiversity, camera traps, community led conservation & more. Passionate about inclusive nature for all.
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- @Riley
- | she/they
I'm a Data Scientist at Western EcoSystems Technology. I am interested in AI processing and statistical modeling of acoustic data and camera trap and drone imagery.
- 2 Resources
- 2 Discussions
- 5 Groups
- @jscanass
- | he/him
University College London (UCL) & Red Ecoacústica Colombiana
PhD Student at UCL
- 0 Resources
- 1 Discussions
- 8 Groups
Link
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| Description | Activity | Replies | Groups | Updated |
|---|---|---|---|---|
| Hi Nick!At Birds Canada, our NatureCounts open data platform connects bird and biodiversity data with people who need it for conservation and research. In particular, our mobile... |
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AI for Conservation, Emerging Tech | 1 day 18 hours ago | |
| This survey on camera trap use is a valuable effort to improve data quality and consistency in wildlife monitoring. Looking forward to the results and how they will help shape... |
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Camera Traps, AI for Conservation, Open Source Solutions | 2 days 1 hour ago | |
| Alien Invasive Plants (AIP) have become a major threat to South Africa's sensitive Fynbos biome. In 2017 and 2018, fires in the Western... |
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AI for Conservation, Citizen Science, Conservation Tech Training and Education, Drones, Geospatial, Human-Wildlife Conflict, Open Source Solutions | 2 days 6 hours ago | |
| Ritika, All the best! I hope someone provides a more substantive answer! I have also graduated with masters in AI and ML recently. Difference being I am at the end of my... |
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AI for Conservation, Software Development | 1 month 2 weeks ago | |
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AI for Conservation, Emerging Tech, Sensors | 6 days 3 hours ago | ||
| We’re excited to launch our WILDLABS-funded project to adapt open-source recording hardware and AI tools to help monitor amphibians, with... |
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Acoustics, AI for Conservation, Latin America Community, Open Source Solutions | 1 week ago | |
| We’re excited to announce that Deep Voice has received a 2025 Wildlabs Award to develop a public, web-based platform for marine mammal... |
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Acoustics, AI for Conservation, Marine Conservation | 1 week ago | |
| True, the US ecosystem is a challenging space right now, for basically all sectors. We should not let the US chaos prevent us from engaging with opportunities in other... |
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AI for Conservation, Camera Traps, Connectivity, Drones, Emerging Tech, Ethics of Conservation Tech, Marine Conservation, Sensors | 1 month 2 weeks ago | |
| Fascinating article, combining machine learning and acoustical signals to correlate coral reef health.https://www.sciencedirect.com/science... |
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Acoustics, AI for Conservation, Marine Conservation | 3 years ago | |
| MIT has this Moo Deng-based fun challenge! More seriously it relates to AI and human-nature interaction. I imagine people on Wildlabs would... |
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AI for Conservation | 1 week 5 days ago | |
| Hi Ethan, It's indeed a competitive area. My advice for you (and anybody else seeking a PhD supervisor)...Do background research on each individual potential supervisor and always... |
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Early Career, AI for Conservation, Animal Movement, Climate Change | 2 weeks 2 days ago | |
| Hi everyone,What should we share or demo about Software Quality Assurance? Alex Saunders and I, the two Software QA people at Wildlife Protection Solutions (WPS) are going to... |
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Software Development, AI for Conservation, Open Source Solutions | 2 weeks 2 days ago |
