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. The AI for Conservation group provides a dedicated space to:
- Bridge disciplines: Create a space where ecologists, conservationists and environmental scientists can connect with computer scientists, artificial intelligence researchers and practitioners to address shared challenges.
- Advance knowledge: Share and discuss research, case studies and best practices at the intersection of artificial intelligence and conservation.
- Education: Provide educational resources that help ecologists understand AI methods and their use cases and inspire AI experts to learn about ecological applications.
- Facilitate collaboration: Offer resources and networking opportunities that enable AI researchers and conservation practitioners to co-develop solutions with real-world conservation impact.
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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Seabird biologist experienced in research and applied conservation. Dedicated to conducting and using innovative research to inform conservation decisions.


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PhD student at University of Exeter & University of Queensland. Interested in researching AI and its responsible application to Ecology, Environmental Monitoring and Nature Conservation.

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Interested in emerging technologies related to camera traps for pollinators
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I am Venkat Tarra, a Senior IT Consultant. I specialize in Architecting Middleware, Integration, AWS cloud and AI-ML solutions. Outside of work, I love travelling and spending time with my family.
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Fueled by Artificial Intelligence, Wildlife Insights provides access to over 4.5 million camera trap records.
17 December 2019
Ahead of the upcoming Camera Trapping Sympoisum, organiser Arie Hammond has compiled a list of key resources for camera trapping, covering everything from reading lists for beginners to data sets, models and tools for...
5 November 2019
Microbial fuel cells, developed by Plant-powered Camera Trap Challenge winners Plant-E, have been used successfully with Xnor.ai's energy harvesting camera technology to capture what are thought to be the world's first...
15 October 2019
In a first, UMass Amherst, Cornell use AI to mine big migration data on massive scale
9 October 2019
Rutgers University, Microsoft AI for Earth, Google Earth Outreach and San Diego Zoo Global are proud to announce the world’s first camera trap technology symposium, to take place November 7th and 8th at Google...
2 September 2019
Sharing failure, tech support for conservation, roaming mentors, conservation tech hype cycles and developing new road maps - participants in our tech workshops at ICCB 2019 shared an abundance of ideas for how to shape...
21 August 2019
In this case study, Cooper Oelrichs of Save Indonesian Endangered Species Fund (SIES) breaks down his proposal for the development and training of an automated rhino identification system from limited camera trap data.
27 July 2019
The WILDLABS TECH HUB is supporting technology solutions tackling the illegal wildlife trade, in collaboration with the Foreign & Commonwealth Office, Digital Catapult, Satellite Applications Catapult, Amazon Web...
4 June 2019
To further their missions, LDF and Microsoft are collaborating on the AI for Earth innovation grant to support applicants in creating and deploying open source machine learning models, algorithms, and data sets that...
4 June 2019
Traditionally, illegal wildlife trade thrived in physical markets. But today it has also moved online. In China, more than half of the trade in elephant ivory items happens on e-commerce platforms. Enrico Di Minin and...
31 May 2019
This webinar recording will provide a brief overview of current SMART functionality, highlight case studies of large scale and innovative SMART deployments, and detail how SMART is embracing and leveraging new...
21 May 2019
In February, we released an open call for the WILDLABS TECH HUB, offering 3 months of support for solutions using technolgy to tackle the illegal wildlife trade. We were overwhelmed by an incredible 37 submissions,...
13 May 2019
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Description | Activity | Replies | Groups | Updated |
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Hello everyone,I’ve been running a set of trail cameras for several months and now have thousands of images showing consistent activity... |
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Camera Traps, AI for Conservation, Animal Movement | 13 minutes 41 seconds ago | |
Hello WildLabs community,Here's an update on our progress with the AI-based marine mammal sound detection platform.What We've AccomplishedWe've completed our first milestone:... |
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Acoustics, AI for Conservation, Marine Conservation | 58 minutes 38 seconds ago | |
hi chad, its great to hear from you_its really a great idea and impactful journey in our community having experience in community-led conservation initiatives, working... |
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Acoustics, AI for Conservation, Animal Movement, Camera Traps, Citizen Science, Climate Change, Community Base, Connectivity, Drones, eDNA & Genomics, Emerging Tech, Funding and Finance, Geospatial, Human-Wildlife Coexistence, Software Development, Wildlife Crime | 1 day 5 hours ago | |
Hi everyone :)I’ll be in Kinshasa, DRC from 22 to 27 September as part of the AFRISTART program (Qawafel/RedStart Tunisie), which supports... |
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AI for Conservation, Community Base, East Africa Community, Edge Computing | 1 day 7 hours ago | |
We sell a product that includes the model, but we don't have a freely downloadable model for that purpose. You could try pytorch wildlife or speciesnet for a version to compare... |
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AI for Conservation, Camera Traps, Edge Computing | 6 days 10 hours ago | |
in the last 3 months we hosted allander hobbs, an under graduated student from the university of edinbrugh, UK .during his interactive... |
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AI for Conservation, Animal Movement, Autonomous Camera Traps for Insects, Citizen Science | 6 days 1 hour ago | |
Thanks for the informative videos ... wondered if anyone had recommendations for best IR PoE camera for monitoring wildlife at nighttime? my setup is to stream to a frigate server... |
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AI for Conservation, Autonomous Camera Traps for Insects, Camera Traps, Edge Computing | 1 week ago | |
Hi Youssef,Yes I've been following along and am looking forward to this group!Feel free to share whatever! |
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AI for Conservation, Camera Traps, Edge Computing | 1 week 1 day ago | |
Hey Alejandro, thanks for trying it! :))The feature you are asking about is called in technical language - animal re-identification. Unfortunately, we currently don't have this... |
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AI for Conservation, Camera Traps, Data Management & Mobilisation, Software Development | 1 week 4 days ago | |
Very inspiring! I completely agree that AI should help free conservationists from repetitive tasks so they can focus on strategy and fieldwork. In our IDEPROCONA project in... |
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AI for Conservation | 1 week 6 days 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 | 2 months ago | |
I think it is time for exploring many AI s application around our careers and projects. With waste management too! this is also very interesting |
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AI for Conservation | 2 weeks ago |
Global Forest Watch Small Grants Fund
1 June 2022 4:19pm
Post-doc in Multi-Sensor Fusion for Animal Biomechanics
1 June 2022 9:56am
UKAN+ Monitoring UK Biodiversity Symposium 15-16th June
31 May 2022 2:58pm
WILDLABS Virtual Meetup: Future Questions & Tools in Movement Ecology
24 May 2022 10:10pm
A comprehensive review on biodiversity information portals
9 May 2022 3:16pm
Executive Director - The Eric & Wendy Schmidt Center for Data Science & Environment, UC Berkeley
9 May 2022 10:13am
CV4Ecology Summer School
3 May 2022 6:13pm
WILDLABS Virtual Meetups Season Four: Tracking Progress
29 April 2022 9:57am
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

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
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
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
23 August 2025 6:22am