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!
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Tropical ecologist working on community ecology and citizen science with ants as main research models
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- @iska1818
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nature nerd, leopard and eagle lover
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- @roboticscats
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Founder & CEO of RoboticsCats, a machine vision startup. Our AI wildfire detection SaaS is protecting forests & communities in Asia, Europe & LATAM.
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- @kalado
- | Kalado
I am Brazilian and a software developer. I have 20 years of experience in the field and I am currently the CTO of Log Nature, a company specialized in creating solutions for the environmental sector.
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I work in conservation on integrating the technology out there for custom solutions for partners.
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Postdoc researcher -- engineering for biodiversity conservation
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- @adanger24
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Arribada Initiative
Senior Project Manager and Field Specialist


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- @leonardoscarpa
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I'm Leonardo, I'm a biologist, and I'm passionate about movement ecology. Another of my hobbies is GIS. I have a master's degree in this topic, which I complement with the use of technology such as drones, camera traps and acoustic receivers
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- @Samiul
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Wildlife Conservation Society (WCS)
Working for wildlife conservation in Bangladesh since 2010.
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- @kklibra
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A biodiversity specialist with a penchant for using data, tools and applications for conservation and management of wildlife. That's IT.

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- @kateumbers
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alpine ecology, insect conservation, evolutionary ecology, behavioural ecology.
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Article
Ceres Tag sends just in time alerts and GPS location to have the power to track and trace.
22 July 2022
The Earth Species Project (ESP) is a nonprofit organization dedicated to decoding animal communication and translating non-human language.
15 July 2022
This WhaleSeeker article discusses how reliable distribution data depends on accurate labelling from survey images, and how AI can improve this process.
13 July 2022
The Pl@ntNet team is looking for a data scientist with strong skills in python and pytorch development. Pl@ntNet is a citizen observatory of plant biodiversity & research platform at the crossroads of data science,...
7 July 2022
7 July 2022
Rainforest Connection has multiple engineering positions that will suppor their work developing acoustic monitoring devices.
16 June 2022
Evolutionary Ecology group at Naturalis Biodiversity Center (the Netherlands)
11 June 2022
In David Rolnick's group at Mila Quebec AI Institute & McGill University
4 June 2022
IO is hiring for a Software Engineer, Machine Learning Scientist, and Head of Machine Learning & Science
4 June 2022
Careers
Are you passionate about making a meaningful impact on our community? Seattle-based Vulcan is looking to hire a science leader to support its work advising the Paul G. Allen Family Foundation.
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Recently updated products
Description | Activity | Replies | Groups | Updated |
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I'm sure others here can comment better than I on models for classifying animal sounds, but from an ML pint of view, a key concern is getting enough data. 10 recordings does not... |
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AI for Conservation, Animal Movement, Human-Wildlife Coexistence | 4 months 3 weeks ago | |
Hi WILDLABS Community,I’m Simon Juma from Kenya, working on a project to track and manage Red-billed Quelea birds, which... |
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AI for Conservation, Sensors | 4 months 4 weeks ago | |
That's amazing thanks so much! |
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Acoustics, AI for Conservation, Data management and processing tools, Early Career | 5 months 1 week ago | |
Thanks again for the interesting discussion everyone! Just a note that while I touched on it in my opening post above, there were still questions in this thread about what... |
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Open Source Solutions, AI for Conservation, Ethics of Conservation Tech, Software Development | 5 months 1 week ago | |
Thanks @VAR1 great insights! Funny you mentioned the honey thing, @hikinghack said the same in response on the GOSH forum. I think the point I'm trying to make with the vegan... |
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Open Source Solutions, AI for Conservation, Conservation Tech Training and Education, Ethics of Conservation Tech, Geospatial, Software Development | 5 months 1 week ago | |
Linkedin mainly. iNaturalist and eBird ofc but these are more communities than real social networks. But, and this is a real advice, a good RSS feed reader with all your... |
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AI for Conservation, Community Base | 5 months 2 weeks ago | |
Hi Maureen, thanks a lot for this. Seemed more or less perfect so I applied :)Also didn't realise there was a slack community so I'll be scanning that too... |
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AI for Conservation | 5 months 2 weeks ago | |
Hey everyone,On Monday, we are starting the test phase of our first MVP version!We are looking for a limited number of testers and still... |
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AI for Conservation | 5 months 2 weeks ago | |
Hi Dan, Not right now but I can envision many uses. A key problem in RS is data streams for validation and training of ML models, its really not yet a solved problem. Any... |
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Emerging Tech, AI for Conservation, Animal Movement, Build Your Own Data Logger Community, Camera Traps, Connectivity, Conservation Tech Training and Education, Data management and processing tools, Geospatial, Sensors | 5 months 3 weeks ago | |
Thanks @eugenegalaxy . Much appreciated and I will go through this thoroughly! |
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AI for Conservation | 5 months 2 weeks ago | |
Hey Bob, thanks for the kind words! Your articles on Winterberry Wildlife have really been a big inspiration for me! There are extremely limited numbers of articles on trial... |
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AI for Conservation, Camera Traps | 5 months 3 weeks ago | |
This is probably the most realistic one I've seen made by this tool (stable-difussion v1.5) |
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AI for Conservation | 5 months 3 weeks ago |