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!
Key Conservation
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- 19 Discussions
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- @SrinivasSivakumar
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I am a an Engineer at Wild Life Conservation Trust, India looking to build some tech for the WildLife.
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- 0 Discussions
- 2 Groups
- @katerakelly
- | she/her
I am a machine learning researcher (PhD UC Berkeley 2021) looking for opportunities to use my skills to help combat and mitigate climate change and support biodiversity. Research experience in few-shot learning, image recognition, and reinforcement learning.
- 0 Resources
- 0 Discussions
- 1 Groups
Durrell Institute of Conservation and Ecology (DICE), University of Kent
Conservation Science PhD student at DICE, Kent. I am a GIS and remote sensing enthusiast as well as researcher. Been in love with the interaction between AI and conservation ever since I picked up a python crash course book out of curiosity during my undergraduate degree.
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- 0 Discussions
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- @LouisaRC
- | she/her
LRC Wildlife Conservation
With 20 years of experience as a conservation practitioner, I have transitioned from a carnivore scientist to Dean, mentoring Africa’s next generation of conservation leaders. Now, as a consultant, I develop strategies integrating innovative Web 3.0 technologies for conservation.
- 1 Resources
- 1 Discussions
- 4 Groups
Conservation Director, Texas with National Audubon Society
- 0 Resources
- 4 Discussions
- 3 Groups
- 0 Resources
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- 3 Groups
- @pchwalek
- | He/him/his
I'm a PhD candidate in the Responsive Environments Group, working on electronic systems for human and wildlife monitoring.
- 0 Resources
- 18 Discussions
- 9 Groups
I am a scientist with research background in evolutionary-ecological genomics and have impact at the senate level to prevent a government viral biocontrol release. UK based and looking to connect with passionate dreamers ready to shift paradigms
- 0 Resources
- 3 Discussions
- 9 Groups
MSc student in wildlife management and conservation
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- 2 Discussions
- 12 Groups
- @LauraKloepper
- | she/her
Associate Professor at the University of New Hampshire. Our research aims to uncover behavioral principles underlying acoustic sensing, inspire the design of active sensing technology, and improve population monitoring for animal conservation.
- 1 Resources
- 3 Discussions
- 5 Groups
- @reny.tyson.moore
- | She/Her/Hers
- 0 Resources
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- 4 Groups
Careers
Deep learning & bioacoustics postdoc in Cape Town, South Africa
Emmanuel Dufourq
Come join us at AIMS, and work on deep learning for bioacoustics research!
14 June 2024
Funding
The AI for Climate and Nature Grand Challenge initiative from the Bezos Earth Fund has opened a call for proposals for "exploring new ideas for multiplying the impact of climate and nature efforts using modern AI"
12 June 2024
Careers
The San Diego Zoo Wildlife Alliance's Burrowing Owl Recovery Program and Conservation Technology Lab seek a postdoctoral research associate to develop bioacoustic tools for monitoring the western burrowing owl...
11 June 2024
Careers
Fully funded PhD in AI biodiversity monitoring
Benno Simmons
Come and do the first research into responsible AI for biodiversity monitoring, developing ways to ensure these AIs are safe, unbiased and accountable.
11 June 2024
Funding
€4,000 travel grants are available for researchers interested in insect monitoring using automated cameras and computer vision
6 June 2024
Article
New WILDLABS Funding & Finance group
Frank van der Most
WildLabs will soon launch a 'Funding and Finance' group. What would be your wish list for such a group? Would you be interested in co-managing or otherwise helping out?
5 June 2024
Funding
Apply! 2024 Conservation Tech Award
Jordan Steward
Now accepting applications for two $15,000 grants to help protect wildlife through cutting-edge, technology-driven efforts
3 June 2024
These authors "develop an approach based on stochastic simulations of biodiversity and a deep learning model to infer richness at global or regional scales through time while incorporating spatial, temporal and...
20 May 2024
Link
Check out this paper that reviews the current state of AI in conservation.
9 May 2024
Article
In 1987, sustainability was defined by the United Nations Brundtland Commission as “meeting the needs of the present without compromising the ability of future generations to meet their own needs.”In 1987,...
7 May 2024
Funding
Travel grants for insect monitoring an AI
Tom August
€2,000 travel grants are available for researchers interested in insect monitoring using automated cameras and computer vision
3 May 2024
June 2025
event
Nalini
July 2025
October 2025
event
Lacey Hughey and 3 more
February 2024
December 2023
73 Products
Recently updated products
16 Products
Recently updated products
| Description | Activity | Replies | Groups | Updated |
|---|---|---|---|---|
| We are working on the identification of the threats along the flyway of the Egyptian vulture, endangered vutlure species migrating from... |
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AI for Conservation | 8 years 11 months ago | |
| Hi Jason, Thanks for sharing this demo, it's interesting to see the fluke id process in action. Is this part of the flukebook project? How do you see the project... |
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AI for Conservation | 8 years 11 months ago | |
| Hi folks! The team at Skytruth (responsible for Global Ocean Watch) are looking for a machine learning developer. It might be of... |
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AI for Conservation | 9 years 3 months ago | |
| Hi, I am jason Holmberg from WildMe.org. I am one of the developers of Wildbook (wildbook.org), an open source data management platform for wildlife research. I'm... |
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AI for Conservation | 9 years 4 months ago | |
| I'd like to suggest our open source package Wildbook (http://www.wildbook.org) as a base data management platfor for this. I agree with the above that there are a number of... |
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AI for Conservation | 9 years 4 months ago | |
| Over the past year the open data GDELT Project (http://gdeltproject.org/), which monitors local news coverage worldwide in... |
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AI for Conservation | 9 years 4 months ago |
News: The Latest in Conservation Tech (March 24)
24 March 2022 12:00am
Apply now: Women in Conservation Technology Programme, Kenya
8 March 2022 12:00am
BirdCLEF 2022 Kaggle Challenge
The Cornell Lab of Ornithology
2 March 2022 12:00am
Introducing the WILDLABS On the Edge Fellows
10 February 2022 12:00am
WILDLABS Fellowships & Awards: Matchmaking between tech and conservation
28 January 2022 3:22pm
Deep Learning for Marine Ecology and Conservation
20 December 2021 12:00am
AI for Conservation Office Hours: are you interested?
8 October 2021 12:00pm
14 December 2021 2:47pm
We've now wrapped our first run of AI for Conservation Office Hours and you can read my review of how it went and lessons learned here.
Given the overall success of the programme, we're excited to announce that in early spring next year we will be coordinating a second round - so keep an eye out for further updates in the new year on the application and sign-up process.
Also, we'd love to know whether you'd be interested in having a 1:1 so comment below and tell us what conservation tech challenge you would like to cover or how a session could help you in your conservation work.
Many thanks,
Lucas
AI for Conservation Office Hours: 2021 Review
14 December 2021 12:00am
Low-cost underwater camera trapping and deep learning
30 November 2021 12:00am
The race to save California's rarest butterflies
29 November 2021 12:00am
Environmental Data Justice
26 November 2021 12:00am
Technical Difficulties: The Promise and Pitfalls of Machine Learning for Conservation
Sara Beery
and 1 more
23 November 2021 12:00am
Caiman: Images as Sources of Intelligence
18 November 2021 12:00am
Try our open-source automatic camera trap detection/labeling tool!
12 November 2021 8:39pm
Opportunity: GEO-Microsoft Planetary Computer Programme
4 November 2021 12:00am
EarthRanger Announces Inaugural Conservation Tech Award Recipients
3 November 2021 12:00am
Opportunity: PhD or Postdoctoral Research Fellowships - Chinstrap penguin biologging
1 November 2021 12:00am
Using IoT and Machine Learning to help protect Kenya's Rivers
21 October 2021 12:00am
Tech Tutors: How do I analyze large acoustic datasets using PAMGuard?
14 October 2021 3:42pm
How do I analyze large acoustic datasets using PAMGuard?
7 October 2021 12:00am
Call for Papers: Special Issue on Computer Vision Approach for Animal Tracking and Modeling
20 September 2021 12:00am
Tech Tutors: How do I use AI to fight wildlife crime?
1 September 2021 10:59pm
Which are major open challenges that AI can help to solve in nature conservation ?
28 April 2021 9:15am
4 August 2021 5:00pm
I would perhaps ask this in a new thread, so the rest of the community can see it! (as opposed to a reply here, where only the people in the conversation are notified of more replies).
13 August 2021 10:04pm
Elizabeth Bondi has work on detection from thermal imagery taken by drones! I'd look at her papers :)
27 August 2021 10:51am
Looks good, but what is the added value compared to other examples as Obsidentify and Plantnet?
AI/ML Engineer Job at Dryad
26 August 2021 2:45pm
Widening the Bottleneck: Can Citizen Science Accelerate Conservation?
19 August 2021 12:00am
Open positions in ML & conservation/climate sci
18 August 2021 2:22pm
Geo for Good Lightning Talks: Nature Conservation
Google Earth Outreach
17 August 2021 12:00am
Building Sustainable Support with Edge Impulse
13 August 2021 12:00am
Accessible Tech and Real Impact with the WILDLABS Fellowship: On the Edge
9 August 2021 12:00am
WILDLABS Community Call: August 12th
WILDLABS Team
4 August 2021 12:00am
25 October 2021 4:13pm
Hi Wildlabbers!
We're now going ahead with a small pilot of around ten 1:1 office hour sessions with Microsoft AI for Earth specialists. More details coming very soon.
For the time being sign-ups are now closed, but thank you to everyone who has been interested. We will keep you updated on how the 1:1s go and whether there will be further sessions to sign up for later in the year.
Cheers,
Lucas