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!
- @kateumbers
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alpine ecology, insect conservation, evolutionary ecology, behavioural ecology.
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Passionate about wildlife and impact investment with an academic, research and practitioner background in environmental science, environmental law and green criminology pursued in Central America, China, Tanzania and the United Kingdom I am driven to decolonise the research on c
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Passionate with conservation
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Newcastle University
Senior Lecturer in Biological Modelling. Interests in AI, spatial data, invertebrate ecology, species mapping
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- @JunglelaniTales
- | We
We currently producing an animation series meant to teach and inspire climate action to kids. Looking forward to networking opportunities.
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- @Venance
- | Mr
As a wildlife conservationist, I am deeply committed to the Ecology and Community Development. I help communities balance conservation with livelihoods, promoting beekeeping with the motto “Shusha Shoka, Pandisha Mzinga (Drop the Axe, Raise the Hive).
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National Geographic Society
Experience utilizing technology to inspire, educate, and create solutions to some of our biggest challenges. Currently, head of the National Geographic Society Exploration Technology Lab, overseeing the development and deployment of research and storytelling technologies.
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- @AthenaRycyk
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- @TheSarahShu
- | She, her
Director of User Experience in B2B SaaS and PaaS. Background in helping users configure, visualize, and interpret big data to solve complex networking challenges. Passionate about conservation.
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- @magerk
- | she/her
wildlife ecologist, Associate Professor of Environmental Science, Policy, & Sustainability and Biology
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- @stienheremans
- | she/her
Remote sensing researcher for environmental monitoring and nature conservation/restoration
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- 1 Discussions
- 5 Groups
- @issiecorvi
- | she/they
Ocean Vision AI Program Manager (MBARI)
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- 7 Groups
Careers
Are you excited by the potential for new technologies to help monitor the natural world? Do you enjoy communicating your passion for technology and nature with diverse audiences? We are seeking an enthusiastic...
2 February 2023
Careers
Consultancy opportunity: Wildlife monitoring specialist
Anthony Dancer
Consultancy opportunity at ZSL for an experienced monitoring specialist to support species monitoring in rewilding landscapes across Europe
31 January 2023
Careers
Assistant Professor in Conservation Science
Sara Beery
The Department of Environmental Science, Policy, and Management (ESPM) at the University of California, Berkeley (UCB)
25 January 2023
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Apply Now: AI for Conservation Office Hours
WILDLABS Team
Are you stuck on an AI or ML challenge in your conservation work? Apply now for the chance to receive tailored expert advice from data scientists! Applications due 27th January 2023
18 January 2023
Link
We review key characteristics of four AI platforms—Conservation AI, MegaDetector, MLWIC2: Machine Learning for Wildlife Image Classification and Wildlife Insights—and two auxiliary platforms—Camelot and Timelapse—that...
13 January 2023
Careers
Conservation Technology Intern (Vietnam)
Meredith Palmer
WILDLABS and Fauna & Flora International are seeking an early career Vietnamese conservationist for 12-month paid internship position to grow and support the Southeast Asia regional community in our global...
11 January 2023
Careers
PhD position (m/f/d) in Insect Ecology and Conservation
Andrew Fairbairn
This position focuses on the ecology aspect of the project, while a second PhD in Ilmenau will be dealing with programming/AI development. Because of the high temporal resolution of our data, we can investigate how land...
9 January 2023
Careers
Job: maker / workshop technician
Duncan Wilson
We are looking for someone who enjoys the craft of making to come and help run our London based lab.
5 January 2023
Careers
Job: Software Engineer at Benioff Ocean Science Laboratory
Aaron Roan BOSL
Seeking Software Engineer for Marine Science Lab a UC Santa Barbara
19 December 2022
Careers
Join NASA’s harmful algal bloom ML challenge and win prizes!
Katie Wetstone
Using satellite imagery to detect and classify the severity of cyanobacteria blooms in small, inland water bodies.
15 December 2022
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PhD - Sensory ecology of vespine wasps
Duncan Wilson
a technology-led solution to understanding the honeybees of the wasp world
8 December 2022
Careers
The University of Alaska Fairbanks is seeking a research Post Doctoral Fellow to work in collaboration with the Arctic National Wildlife Refuge, U.S. Fish and Wildlife Service. The position will focus on using Machine...
7 December 2022
June 2025
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July 2025
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| Description | Activity | Replies | Groups | Updated |
|---|---|---|---|---|
| One thing I love about software is that in an ever-changing landscape of languages, frameworks, and tools, you can never stop learning.... |
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Software Development, AI for Conservation | 6 months 1 week ago | |
| Hi Eugene!Interesting project!I already signed up to test it!Cheers,Lars |
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AI for Conservation, Camera Traps | 6 months 2 weeks ago | |
| I am certainly a somewhat vertical thing with a lump on top, so I get it... |
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AI for Conservation | 6 months 3 weeks ago | |
| Hi all! I wanted to open a discussion on a topic that I've been thinking about ever since I entered the job market-- how to get a... |
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Software Development, AI for Conservation, Early Career, Open Source Solutions | 7 months ago | |
| That's great, thanks Lars! |
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AI for Conservation | 7 months ago | |
| I did a short presentation on our work with the polar bear alarm in the Wildlabs Variety Hour October 30th.It can be found here : https://www.youtube.com/watch?v=zr2Q8bUJZ8U... |
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Human-Wildlife Conflict, AI for Conservation | 7 months ago | |
| Comma.ai would be your best bet. Not sure if it's officially open source but was started by a noteable hacker with an open source ethos. Could try reaching out to them. |
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AI for Conservation | 7 months 1 week ago | |
| For the record now that this is here:This error typically occurs when the wrong number of classes is given to timm.create_model. You should try to specify num_classes=30... |
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Camera Traps, AI for Conservation | 7 months 1 week ago | |
| WildMon, Terra Genesis, The VF Foundation, Thaksin University, and the Wanakaset Symbiosis Network have teamed up on a new project in... |
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Acoustics, AI for Conservation, Community Base | 7 months 2 weeks ago | |
| Do you use camera traps? If so, we'd love if you could take five minutes to fill out this survey: tinyurl.com/zambasurveyWith our WILDLABS... |
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AI for Conservation, Camera Traps, Data management and processing tools, Software Development, Open Source Solutions | 7 months 3 weeks ago | |
| I'm not affiliated, I just happened across it... not sure who is actually leading it. |
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Software Development, Early Career, AI for Conservation, Citizen Science, Climate Change, Conservation Tech Training and Education, Funding and Finance | 7 months 3 weeks ago | |
| Great and difficult question Lisa! I think, yes, we are adding to the problem. We have been already when ML was introduced as a solution to big data problems, and perhaps we have... |
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AI for Conservation | 7 months 4 weeks ago |
