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!
- @ronanwallace
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Research scientist developing conservation technology in environmental monitoring and cultural preservation.
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- @PierreBonnet
- | Pierre
https://orcid.org/0000-0002-2828-4389
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Care for Wild Rhino Sanctuary
Technology Manager at Care for Wild Rhino Sanctuary
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- @pchwalek
- | He/him/his
I'm a PhD candidate in the Responsive Environments Group, working on electronic systems for human and wildlife monitoring.
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Founder & Director of Tech 4 Conservation
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Allen Institute for AI
Communications for EarthRanger and Skylight
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TerrOïko
PhD Student in statistical ecology
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TerrOïko
I am an ecological data engineer at Terroïko, where I work on OCAPI, a platform for semi-automatic camtrap data annotation, biodiversity data interoperability and biodiversity indicators.
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TerrOïko
R&D Engineer
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Ted Schmitt joined us for a lunchtime lecture in which he shared his experiences working across Africa the past five years with protected area managers, anti-trafficking organisations, and scientists to effectively...
22 November 2018
Machine learning is widely recognized as the solution to camera trap data processing, but a user-friendly and broadly-accessible system for putting this tech to use has not yet been developed. In this case study,...
1 October 2018
Article
In this case study, conservation ecologist Ayesha Tulloch takes us behind the scenes of her recent paper, which came out in Nature Ecology & Evolution earlier this month. In this paper, Ayesha and her team present a...
20 August 2018
The winners of our Human Wildlife Conflict Tech Challenge are offering regular updates throughout the year to chronicle their failures, successes and what they learn along the way as they develop their solutions. In...
27 July 2018
Looking to prototype or pilot a new conservation tech idea or approach? Conservation X Labs is running an idea competition for teams to create a first draft (i.e. prototype) of their conservation solution. 20 finalists...
11 June 2018
Conflict between humans and wildlife is increasing as human communities expand and wild habitats are destroyed, prompting need for new mitigation techniques. As a winner of the Human Wildlife Conflict Tech Challenge,...
19 April 2018
Hundreds of people joined our #Tech4Wildlife photo challenge this year, showcasing all the incredible ways tech is being used to support wildlife conservation. We've seen proximity loggers on Tasmanian Devils in...
3 March 2018
Following the UK Government’s landmark announcement of plans to introduce a complete ban on the domestic trade in ivory, it was fitting that a new machine learning product designed to tackle the supply end of this...
6 December 2017
Article
A new research project is looking to investigate whether technology combined with the ancient skills and knowledge of Namibian trackers can help save cheetahs from extinction. Called FIT Cheetahs, the research project...
4 December 2017
With Arctic sea ice disappearing, can advanced sensor technologies provide insights into an ecosystem on the brink?
30 November 2017
Our panel of international experts has been hard at work reviewing the 47 proposals we recieved for innovative technological tools to address human wildlife conflict. The panelists have systematically been assessing the...
20 October 2017
The Domain Awareness System (DAS) is a revolution in monitoring technology, creating real-time awareness of protected areas assets. This technology has the potential to completely change standard monitoring procedures...
26 September 2017
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Description | Activity | Replies | Groups | Updated |
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Hi @DaveGaynor regarding funding, have you reached out to any lodges? I know that snaring is rife in the Manyaleti ... maybe some of the lodges in the Sabi Sands would be... |
+17
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AI for Conservation, Drones, Emerging Tech, Human-Wildlife Conflict, Wildlife Crime | 7 hours 29 minutes ago | |
Actually my Raspberry Pi application is a sound localizer not related to image recognition. My image recognition related project runs on Jetsons and higher.But I think recognizing... |
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AI for Conservation | 1 day 1 hour ago | |
Hi @emmahiggins , sounds like a great plan. Could you tell more about the content of the program, and perhaps the institutional context (which department(s) is(are)... |
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Build Your Own Data Logger Community, AI for Conservation, Autonomous Camera Traps for Insects, Biologging, Camera Traps, Citizen Science, Climate Change, Acoustics, Community Base, Connectivity, Conservation Dogs, Conservation Tech Training and Education, Data management and processing tools, Drones, Early Career, Earth Observation 101 Community, East Africa Community, eDNA & Genomics, Emerging Tech, Ending Wildlife Trafficking Online, Ethics of Conservation Tech, Footprint Identification Technique (FIT), Human-Wildlife Conflict, Marine Conservation, Open Source Solutions, Protected Area Management Tools, Remote Sensing & GIS, Sensors, Software and Mobile Apps, Sustainable Fishing Challenges, Wildlife Crime, Women in Conservation Tech Programme (WiCT) | 2 days 8 hours ago | |
I am also commenting for future notifications - very interested to hear some responses.While not directly related to AI, here in Canada there's quite a conversation around data... |
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AI for Conservation | 3 days 20 hours ago | |
Yes, this system is designed to be installed near farms. We also have the repeller system with audio & light, that is battery & solar powered. This system is a "last line... |
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AI for Conservation | 2 weeks 1 day ago | |
Undoubted things will quickly evolve from just "straight" ChatGPTn, BARD, ClaudeAI, etc "standard" models, to more specialized Retrieval Augmentation Generation (RAG) , where... |
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AI for Conservation, Emerging Tech | 3 weeks 2 days ago | |
This is so cool! I am 1000% going to see if they want to come talk about it at Variety Hou! |
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AI for Conservation, Citizen Science | 3 weeks 3 days ago | |
Hi Sol,If the maximum depth is 30m, it would be worth experimenting with HydroMoth in this application especially if the deployment time is short. As Matt says, the air-filed case... |
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Acoustics, AI for Conservation, Data management and processing tools, Emerging Tech, Sustainable Fishing Challenges | 3 weeks 3 days ago | |
Online citizen science platforms like iNaturalist and Macaulay Library contain a wealth of images but are hard to search using text. We are... |
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AI for Conservation, Citizen Science | 3 weeks 5 days ago | |
We're seeking training data for AI for wolf ID - we at T4C manage 3 Wildbook platforms: Wild North, Whiskerbook and the... |
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AI for Conservation | 4 weeks ago | |
Hi Phani,An entry point might be to participate in a challenge related to conservation on:KaggleDrivenDataFruitPunchMax Planck Institute of Animal BehaviorYou could also reach out... |
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AI for Conservation | 1 month ago | |
[oops, the same reply got submitted twice and there doesn't seem to be a "delete" button] |
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AI for Conservation, Camera Traps | 1 month ago |
Anyone else attending ADSA in Texas next week?
17 October 2023 8:46pm
Practical strategies for conservationists in an increasingly digital world
9 October 2023 5:04pm
Leveraging new digital technologies for conservation impact
9 October 2023 4:39pm
AI Challenge aiming to automate the identification process of sea turtles
6 October 2023 11:38am
The current method of tagging turtles for monitoring is intrusive, time-consuming, and expensive. Find out how automated recognition software using photo and video data can enhance monitoring efficiency and assist organizations dedicated to protecting these important species.
Four Amazing Impacts of This A.I.-Powered Bird Migration Tracker | Science| Smithsonian Magazine
5 October 2023 4:26pm
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GEO BON Monitoring Biodiversity for Action
5 October 2023 3:10pm
Mozilla Foundation, funding for nature conservation
4 October 2023 6:30pm
🚀 New Grant: 'Satellites for Biodiversity Award' Round 2
2 October 2023 1:50pm
GIS & Data Science Specialist
28 September 2023 1:32pm
Conservation Innovation Manager
27 September 2023 11:08pm
1st Wildlife Scientific Conference 2023
25 September 2023 11:10am
Geospatial Data Scientist, Varaha
25 September 2023 9:58am
Digital Disruption for Conservation Toolkit
22 September 2023 12:18pm
Made available by the Digital Disruption and the Future of Conservation project team at Unearthodox, the toolkit provides conservation practitioners with a comprehensive introduction to Web 3.0 and AI concepts and their potential use for nature conservation.
IUCN and AI2 to provide AI technology at no cost to fast-track implementation of newly signed UN High Seas Treaty
22 September 2023 9:54am
Q&A: UK NERC £3.6m AI (image) for Biodiversity Funding Call - ask your questions here
13 September 2023 4:10pm
*NEW* White Paper: Harnessing the Power of Sound & AI to track Global Biodiversity Framework (GBF) Targets
20 September 2023 12:53pm
DSAIL Tech4Wildlife Workshop Tutorials Now Available!
20 September 2023 12:22pm
Mozilla Technology Fund: AI and Environmental Justice Awards
15 September 2023 12:09pm
In case you missed it... (no. 1)
12 September 2023 11:49am
13 September 2023 6:23am
CIEEM 2023 Autumn Conference: Modernising Ecology: Techniques and Approaches
5 September 2023 1:59pm
Where to start in ct ?
1 September 2023 2:50pm
2 September 2023 12:53am
Hi Lucas.
I can understand that there are a lot of technologies being thrown around and it can be confusing about what is really needed. I recommend to first select an area of conservation you want to focus in, ie: ecological restoration, soil conservation, wildlife management, etc. Based on that decision, look at what technologies are available that can potential help in that field. We do a lot of work in ecological restoration and find that long term, longitudinal monitoring of conservation reserves are important. Because of that, we use a lot of datalogging and wireless communications to monitor remote locations. If you're interested in invasive species management, you might be drawn towards wildlife tracking (movement ecology), trap monitoring, drones, etc.
The technology is a tool, and you should look at it like field gear. The gear will change depending on what you're setting out to do and the tool is supposed to make your life easier, not harder :)
Hope that helps.
Akiba
2 September 2023 6:14am
Very helpful, thank you. One more thing, are there any broad skills that apply to all areas of conservation tech that may be helpful to learn/improve, e.g data analysis?
DSAIL Tech4Wildlife Workshop
1 September 2023 11:32am
26 September 2023 6:54am
26 September 2023 9:19am
AI tools help to detect wildfires in California
29 August 2023 7:02pm
A combination of cameras and real-time AI analysis tools are strengthening California's fire detection efforts to enable rapid response and prevent the spread of massive wildfires.
Mobile App. Developer / Gibbon Research
24 August 2023 9:59am
Catch up with The Variety Hour: August 2023
14 August 2023 11:50am
Acoustic Monitoring and AI to Recognize Elephant Sounds & Gunshots
9 August 2023 11:11pm
This article discusses Cornell's bioacoustics work with AI tools to recognize both elephant "voices" as well as gunshots. The elephant rumbles analyzed in this work are almost imperceptible to the human ear, but can be clearly detected with technology.
#Tech4Wildlife Photo Challenge: Judges' Panel Honorees
4 August 2023 10:00am
Mapping seagrass with drones and AI
4 August 2023 2:00am
GeoNadir shared how drones and AI can help assess seagrass habitats at the Great Barrier Reef, as well as how satellite imagery can monitor seagrass on a wider scale.
#Tech4Wildlife Photo Challenge: Community Choice Honorees
3 August 2023 10:00am
Sustained Effort: Scaling Positivity
2 August 2023 10:00am
21 September 2023 4:27pm
This is super cool! Me and @Hubertszcz and @briannajohns and several others are all working towards some big biodiversity monitoring projects for a large conservation project here in panama. The conservation project is happening already, but hubert starts on the ground work in January and im working on a V3 of our open source automated insect monitoring box to have ready for him by then.
I guess my main question would be if this funding call is appropriate/interested for this type of project? and what types of assistance are possible through this type of funding (researchers? design time? materials? laboratory field construction)