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!
Founder & CEO of we.are.tohorā, creating a community that cares about whales, the environment and each other.
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- @Bijin
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I am a high-school student who enjoys wildlife photography and the intersection between technology and conservation.
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- @Dragonoeede
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Systems Engineer at Edge Impulse, experiencce with hands-on edge machine learning for wildlife conservation
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- @rosco
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Ross is a specialist in the capture and analysis of remotely sensed data for conservation.
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- @Sarvagya
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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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- @Gathoni
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PhD Candidate at Nottingham Trent University, UK. Ecologist with a passion for wildlife conservation and conservation technology with foundational training in BSc and MSc Rangeland Management (Ecology option). Current project: Use of acoustics to monitor ecosystem restoration.
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- @leonardoscarpa
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I'm Leonardo, I'm a biologist, and I'm passionate about movement ecology. Another of my hobbies is GIS. I have a master's degree in this topic, which I complement with the use of technology such as drones, camera traps and acoustic receivers
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Software engineer
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Society for Conservation GIS
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Funding
With $60,000, $30,000, and $10,000 grants available for 14 outstanding projects, the support of engineering and technology talent from Arm (the leading semiconductor design company), and access to the world’s biggest...
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Join the Rainforest Connection & Arbimon team to develop software for biodiversity monitoring!
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Yale University & Map of Life Rapid Assessments - XPRIZE
8 November 2023
Yale University & Map of Life Rapid Assessments - XPRIZE
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Careers
The Institute for Bird Populations (IBP) seeks a California-based acoustic monitoring specialist to collect, manage, and process avian acoustic data from multiple research and conservation projects across California...
26 October 2023
Join the NightLife team where you'll blend entomology expertise with technological innovation using automated insect monitoring.
25 October 2023
Have you created a successful career in tech and are ready to do something good with your skills and experience? If yes, then join Open Earth's Earthshot mission to build open source digital systems and solutions to...
25 October 2023
Careers
The Institute of Zoology (IoZ), the research division of the Zoological Society of London (ZSL), is seeking to fill three new permanent positions by recruiting outstanding early-career researchers as Research Fellows (...
20 October 2023
To study song evolution in time and space, we will use individual acoustic monitoring (IAM) - a non-invasive method that allows the identification of individuals based solely on their vocalisations. In this project, we...
20 October 2023
The Marie Skłodowska-Curie PhD Fellowship in Bioacoustic AI for wildlife protection. The PhD position advertised here will be based at the KU Leuven Electrical Engineering Department (ESAT), under the supervision of...
20 October 2023
FLOATERS: Using individually distinct vocalizations to estimate breeding and non-breeding population of a species. Apply for the fully funded PhD position now!
20 October 2023
Many people know of the Mozilla Foundation because of the FireFox browser and other open source software they produce together with countless volunteers. Perhaps less well known, the Mozilla Foundation also runs a...
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Description | Activity | Replies | Groups | Updated |
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And here is an idea that will develop in parallel. I happen to live near a bunch of greenhouses. Do you think your raspberry pi application could operate a drone inside a... |
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AI for Conservation | 1 minute 30 seconds 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) | 12 hours 24 minutes 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 | 2 days 1 hour ago | |
Happy to help out with the processing of the SAR images and building a model on top of it. |
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AI for Conservation, Drones, Emerging Tech, Human-Wildlife Conflict, Wildlife Crime | 2 days 3 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 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 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 1 day 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 2 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 3 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 | 3 weeks 5 days 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 |
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
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
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
4 August 2021 12:00am
Tech Tutors: How do I get started with Wildlife Insights?
29 July 2021 12:04am
Wildlife Insights Launches
27 July 2021 12:00am
Tech Tutors: How do I get started with Megadetector?
22 July 2021 3:34pm
Opportunity: Lead an ML Workshop
21 July 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