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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- @Fatuma
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I aim to transition my career towards conservation technology after gaining two years of experience in the tech industry.
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- @Heloise
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Bio-acoustician, marine biologist, marine mammal specialist, drone enthusiast
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- @Ferrugem
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Latin American environmental scientist.
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AI/ML consultant for climate/environment solutions industry
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- @amklovrza
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Hello! My name is Anabelle Marques Klovrza and I am a Ph.D. student at Dawson's lab. I am studying community assembly of island-like environments, and in trying to connect it with the vulnerability and fragility of the ecosystem.
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- @Giu.Appel
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Brazilian biologist, PhD in Ecology and 10 yrs of experience in the Amazon with bat bioacoustics
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PhD Student on bio- and ecoacoustics at the University of Freiburg (GER)
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I am nature lover and now lost the tolerance to just be an admirer watching its destruction. Hence joining this crew to contribute my supportive work much lesser than a penny worth
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- @ryanhuang
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Conservation scientist based in Pretoria, South Africa
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Article
This exciting news article about The Global Wetland Project's FishID platform discusses the latest improvements and developments in using deep learning to identify individual fish species underwater. In addition to...
28 July 2020
Article
BearID To Go
BearID Project
In this article from BearID Project, Director and Software Developer Ed Miller walks us through using their application to identify individual bears from photographs. Ed shows us how to easily use BearID remotely in the...
21 July 2020
Funding
Competition: Cornell Birdcall Identification
The Cornell Lab of Ornithology
Put your acoustic monitoring skills to the test in The Cornell Lab of Ornithology's Birdsong Identification Kaggle Competition. Participants will compete to identify as many bird vocalizations as possible in in...
8 July 2020
Article
Innovator Interview: Hack the Poacher
WILDLABS Team
Conservation technology largely consists of two categories: tools to monitor and study wildlife and their habitats, and solutions to mitigate or prevent negative human impacts. The fight against poaching in particular...
4 June 2020
Article
The Perfect Paw Print: Collecting Data with FIT
Ellie Warren
A couple months ago, we introduced you to the Footprint Identification Technique (FIT), a non-invasive way to build an identification algorithm from both wild and captive animals by photographing footprints. Today, we'...
3 June 2020
Funding
Competition: 2020 Hackaday Prize
Conservation X Labs
The 2020 Hackaday Prize competition has begun! This year, Conservation X Labs has partnered with the Hackaday Prizes as one of four nonprofits seeking tech-based solutions to urgent challenges. Conservation X Labs'...
26 May 2020
Article
Get To Know FIT
WILDLABS Team
We're excited to welcome the WildTrack FIT group to our community! Today, we'd like to introduce you to the Footprint Identification Technique (FIT) and share how you can incorporate this tracking method into your field...
6 May 2020
Funding
Competition: iWildCam 2020
WILDLABS Team
Want to compete in the iWildCam 2020 competition identifying species in camera trap images to support biodiversity monitoring efforts and automatic species classification model improvements? Because the Workshop on Fine...
4 May 2020
Article
The 2020 Arm Research Summit is accepting submissions from all research disciplines focusing on the role of technology in solving global challenges. Submissions should reflect the potential of sustainable, secure, and...
24 April 2020
Article
WILDLABS Tech Hub: WWF PandaSat
WILDLABS Team
At the 2018 London Illegal Wildlife Trade Conference, we announced the WILDLABS Tech Hub, an accelerator programme created to support the development and scaling of groundbreaking technological solutions addressing the ...
13 April 2020
Community Announcement
WILDLABS Community Call Recording: Rainforest X-PRIZE
WILDLABS Admin
Our second WILDLABS Community Call took place on April 1st to continue the discussion started by Ben Tregenna in our Data Science group, in which he suggested the idea of submitting a collaborative entry to the X-Prize...
30 March 2020
Article
WILDLABS Tech Hub: Poreprint
WILDLABS Team
At the 2018 London Illegal Wildlife Trade Conference, we announced the WILDLABS Tech Hub, an accelerator program created to support the development and scaling of groundbreaking technological solutions addressing the ...
26 March 2020
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Recently updated products
| Description | Activity | Replies | Groups | Updated |
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| Hi, I am a PhD student in computer science and currently working in Animal emotion detection. I would be happy to join your team. |
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AI for Conservation | 3 weeks 2 days ago | |
| Hi everyone! I am so excited to be a part of this group for two reasons. First, as part of my job, i manage computers and other devices. On... |
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AI for Conservation | 3 weeks 6 days ago | |
| Hello Youssef,Yes, let's keep contact. I'm currently looking for good conferences to publish my work, if you are aware of something, please let me know. |
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AI for Conservation, Community Base | 4 weeks 2 days ago | |
| Also, I would generally interested to contribute to the Internet of Turtles with sea turtle photos. There are a lot of Green and Hawksbill sea turtles of various ages in the sea... |
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AI for Conservation | 4 weeks 2 days ago | |
| G-DiNC 2026: Global Drones in Nature Conservation Symposium & ExpoNairobi & Naivasha, Kenya | March 3–6,... |
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Drones, AI for Conservation, Conservation Tech Training and Education, Emerging Tech, Marine Conservation, Sensors | 1 month ago | |
| Idles around 2W, peaks a bit more than 6W. |
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Camera Traps, AI for Conservation | 1 month ago | |
| Yes, thanks Riley and Kim. Someone suggested WIS and I am currently in discussions with them. Their system seems especially well suited for the purpose and I am hoping it works... |
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AI for Conservation, Emerging Tech, Sensors | 1 month 2 weeks ago | |
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AI for Conservation, Citizen Science, Conservation Tech Training and Education, Open Source Solutions, Software Development | 1 month 2 weeks ago | |
| Play FathomVerse: App Store | Google Play Join the Community: Discord | Instagram | TikTok | LinkedInStay up-to-date: ... |
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Marine Conservation, AI for Conservation, Citizen Science | 4 months 3 weeks ago | |
| I create ocean exploration and marine life content on YouTube, whether it be recording nautilus on BRUVs, swimming with endangered bowmouth... |
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Acoustics, AI for Conservation, Animal Movement, Camera Traps, Citizen Science, Drones, Emerging Tech, Marine Conservation, Sensors, Sustainable Fishing Challenges, Wildlife Crime | 1 month 2 weeks ago | |
| Hey, you are asking the right kind of questions! There are quite a lot of things which make Animal Detect unique, while we constantly build on new and improved features. ... |
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AI for Conservation | 1 month 2 weeks ago | |
| Hi Sam,I'm the Nature Tech and AI Innovation Manager at Conservation International, and we have a number of use cases of AI for different aspects of conservation (sustainable... |
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AI for Conservation | 1 month 2 weeks ago |
