AI for Conservation

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Artificial intelligence is increasingly being used in the field to analyse information collected by wildlife conservationists, from camera trap and satellite images to audio recordings. AI can learn how to identify which photos out of thousands contain rare species; or pinpoint an animal call out of hours of field recordings - hugely reducing the manual labour required to collect vital conservation data.

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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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@nsitoula

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@Thorondor
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AI engineering working on cutting edge AI research and product for detecting objects. Big wildlife and conservation enthusiast and amateur wildlife photographer.

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@beaverdome

finding ecological solutions using sound and conservation tech

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@lmwall

Currently a data scientist in industry working on mechanistic models of risk, previously worked on modeling coral reefs. I am interested in the potential for emerging technologies and new ideas to help us solve environmental crises.

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@philine

Fauna & Flora

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@OakAlice
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PhD researcher standardising machine learning approaches for behaviour classification in free-roaming wild animals.

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@Kasi
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Game Rangers International

Kasi Amor Kalande is a young conservationist with experience in elephant movement research, GIS, and conservation technology.

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@Manahil_ijaz
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I’m a nature enthusiast who loves exploring wildlife and ecosystems. Through my research in ecology, I channel this passion into protecting and preserving biodiversity.

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@Kari

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@Doris0511
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Founder of Life on Purpose Detroit, we work with Detroit Youth to learn about technology and conservation.

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@Phillip_Swart
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I'm a conservationist working in the Vulture conservation space in South Africa with a huge passion for technology.

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Computer Scientist

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Description	Activity	Replies	Groups	Updated
Enhancing Public/Private Safety and Health Through Toilet Mapping	However, I think it's important to reflect further to determine exactly what needs to be done.	+8	Climate Change, AI for Conservation, Animal Movement, Citizen Science	1 year ago
New frontiers in AI for biodiversity research and conservation with multimodal language models	Congrats on the publication! Great work!		AI for Conservation	1 year ago
AI based forest fire early warning system?	The German start-up Dryad is also working on early fire detection using sensors and AI.		AI for Conservation	1 year ago
ChatGPT for conservation	I found this interesting	+48	AI for Conservation, Emerging Tech	1 year ago
Rapid Camera Trap labeling with ChatGPT	Really interesting, I will take a look		AI for Conservation, Camera Traps, Data management and processing tools, Emerging Tech	1 year ago
Successfully integrated deepfaune into video alerting system	Great new!!	+15	AI for Conservation	1 year ago
Beginner Bird Classification Project Question	Hi Carly, thank you for the advice! I am only focusing on the two birds for now - my goal is to use part of the iNaturalist data I have pulled to train the model and the rest to...		AI for Conservation	1 year ago
AI accelerator for nonprofits working in the Climate area	Thank you so much! Now everything is in the hands of amazing organizations and companies! But the first results of the Disaster Management cohort are bringing a very optimistic...		AI for Conservation, Climate Change, Early Career, East Africa Community, eDNA & Genomics, Emerging Tech, Ending Wildlife Trafficking Online, Human-Wildlife Coexistence, Open Source Solutions	1 year ago
Indigenous communities and AI for Conservation	great!		AI for Conservation	1 year ago
Firetail 12.2 released	interesting!!!		AI for Conservation, Animal Movement, Data management and processing tools	1 year ago
Tutorial: model quality estimation with Firetail 12	so great!!!		Software Development, AI for Conservation, Animal Movement	1 year ago
Bringing BearID to Ecuador	@bluevalhalla thanks for sharing the awesome video, sounds like a great project!		AI for Conservation	1 year ago

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