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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Tropical ecologist working on community ecology and citizen science with ants as main research models
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- @iska1818
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nature nerd, leopard and eagle lover
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- @roboticscats
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Founder & CEO of RoboticsCats, a machine vision startup. Our AI wildfire detection SaaS is protecting forests & communities in Asia, Europe & LATAM.
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- @kalado
- | Kalado
I am Brazilian and a software developer. I have 20 years of experience in the field and I am currently the CTO of Log Nature, a company specialized in creating solutions for the environmental sector.
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I work in conservation on integrating the technology out there for custom solutions for partners.
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Postdoc researcher -- engineering for biodiversity conservation
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- @adanger24
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Arribada Initiative
Senior Project Manager and Field Specialist
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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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- @Samiul
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Wildlife Conservation Society (WCS)
Working for wildlife conservation in Bangladesh since 2010.
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- @kklibra
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A biodiversity specialist with a penchant for using data, tools and applications for conservation and management of wildlife. That's IT.
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- @kateumbers
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alpine ecology, insect conservation, evolutionary ecology, behavioural ecology.
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Careers
Spatial Data Analysis, TNC
The Nature Conservancy
Working with a team of conservation practioners, scientists, and technologists, the Spatial Data Analyst uses leading-edge earth observation data in new and effective ways to inform conservation practice locally,...
8 November 2022
Careers
Senior AI Research Scientist, Earth Species Project
Earth Species Project
The Earth Species Project (ESP) is a nonprofit organization dedicated to decoding animal communication and translating non-human language.
8 November 2022
Link
Opinion paper describing "how data acquired from remote sensing, citizen science & other monitoring approaches could feed in near-real time to an early warning system for biodiversity that integrates automated red-...
7 November 2022
The large gap between data availability & use.
28 October 2022
Careers
Conservation Technology Intern (Vietnam)
Stephanie O'Donnell and 1 more
*New closing date!* WILDLABS and Fauna & Flora International are seeking an early career conservationist for 12-month paid internship position to grow and support the Southeast Asia regional community in our global...
19 October 2022
Article
Can we build an AI-driven system for managing the planet? Perhaps — but let’s be realistic about the challenges & what it can achieve. First in a series on the promise and challenges to using AI and machine learning...
13 October 2022
Article
Try AI Micro-Internship 2023
Elizabeth Bondi-Kelly
Try AI is seeking mentors for our upcoming 2023 Micro-internship Program, a two-week, virtual micro-internship exploring artificial intelligence research and its potential application in society.
11 October 2022
Article
Upcoming WWF Webinar Series: Artificial Intelligence and Conservation
World Wide Fund for Nature/ World Wildlife Fund (WWF)
The series will focus on how AI is being used to support conservation efforts. The series will discuss the past, present and future of how these technologies advance sustainability, with a focus on the future, and an...
11 October 2022
Article
Audio Across Domains Workshop 2022
Tessa Rhinehart
A collaborative and cross-disciplinary meeting of audio data scientists spawns creative research collaborations
3 October 2022
Careers
18 Sustainability Job Opportunities at Google
Stephanie O'Donnell
Check out these openings to join Google's global Sustainability Programme. Location varies.
3 October 2022
Link
Authors developed system to acoustically identify individual animals (under varying conditions) using combo of multi-scale information integration, multi-channel audio & multi-task learning. Tested on captive group...
3 October 2022
Link
Open-source image database that standardizes & aggregates expertly curated labeled underwater data, enabling AI in the ocean. Seeded with existing imagery of marine animals, underwater equipment, debris, etc. &...
27 September 2022
August 2025
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Louisa Richmond-Coggan
September 2025
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Louisa Richmond-Coggan
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October 2025
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Alex Rood
March 2026
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| Description | Activity | Replies | Groups | Updated |
|---|---|---|---|---|
| Hey Wildlabbers! Is anyone planning to go to the Academic Data Science Alliance (ADSA) annual meeting next week in San Antonio? I'll be... |
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AI for Conservation, Community Base | 1 year 10 months ago | |
| 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... |
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AI for Conservation, Autonomous Camera Traps for Insects, Camera Traps, Funding and Finance | 1 year 10 months ago | |
| Hello! If you were interested in the DSAIL Tech4Wildlife Workshop last week exploring how AI can be used to aid conservation efforts, you... |
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AI for Conservation, Conservation Tech Training and Education | 1 year 10 months ago | |
| 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? |
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AI for Conservation, Conservation Tech Training and Education, Early Career | 1 year 11 months ago | |
| Hi everyone! We were so delighted to have Adrien along to our June Variety Hour to share more about the Nocturnal Bird Migration project. If you missed it, you can catch up with... |
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AI for Conservation | 2 years 1 month ago | |
| During Andrew's talk in our June Variety hour (see here), @dmorris put out a call in the chat that might be relevant to our marine and ai... |
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AI for Conservation, Marine Conservation | 2 years 1 month ago | |
| During Andrew's talk, @dmorris put out a call in the chat that might be relevant to folks catching up on the video, so I'll drop it here too: Re: Andrew's fish work... part... |
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AI for Conservation, Camera Traps, Drones, Marine Conservation | 2 years 1 month ago | |
| Thanks, @pvlun,@pvlun we are going to try it to develop a model for feral cat and rat detection in camera trap. |
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AI for Conservation | 2 years 1 month ago | |
| A new COST action has been announced which will focus on the use of computer vision for monitoring insects.InsectAI will run for 4 years... |
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AI for Conservation, Autonomous Camera Traps for Insects, Camera Traps | 2 years 1 month ago | |
| Carly, that would be great! Thanks! I work with soundscapes and love the work of Rainforest Connection! I'll send you an email (@CUNY) to coordinate! |
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Acoustics, AI for Conservation, Conservation Tech Training and Education, Drones, eDNA & Genomics, Emerging Tech, Geospatial | 2 years 2 months ago | |
| Hi Donya! You might check out the Conservation Tech Directory to see what projects/organizations/tools best align with your interests and skills. |
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Acoustics, AI for Conservation, Camera Traps, Drones | 2 years 2 months ago | |
| Hey everyone, I am super excited to share two announcements with the Community!🏆🌍 Our flagship Data4Good project - Mbaza AI... |
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AI for Conservation, Camera Traps | 2 years 3 months ago |
