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!
I'm a conservation biologist working with bats and in some ONG's with other animals.
- 0 Resources
- 0 Discussions
- 5 Groups
Passionate and curious about nature and its diversity, I seek to learn more about conservation, new technologies, and the unknown and infinite environmental world.
- 0 Resources
- 0 Discussions
- 18 Groups
A student learning on proper application of science and technology in conservation for current and future benefits with minimum negative impacts and awesome if no negative impacts.
- 0 Resources
- 0 Discussions
- 5 Groups
UX Researcher at Rainforest Connection.
- 0 Resources
- 1 Discussions
- 2 Groups
- 0 Resources
- 0 Discussions
- 4 Groups
PhD student at the University of Mississippi; research interests include predator/prey dynamics, particularly the landscape of fear in relation to species conservation. Rookie at using arduino
- 0 Resources
- 0 Discussions
- 5 Groups
- 0 Resources
- 2 Discussions
- 8 Groups
My main interest is in the application of geospatial technology for ecology and conservation
- 0 Resources
- 12 Discussions
- 6 Groups
- 6 Resources
- 2 Discussions
- 4 Groups
Wildlife Drones
Wildlife Drones has developed the world’s most innovative radio animal-tracking system using drones so you can track your radio-tagged animals like never before.
- 3 Resources
- 2 Discussions
- 32 Groups
I'm a fractional CTO that helps biodiversity ecopreneurs create tech products that communities will adopt
- 0 Resources
- 1 Discussions
- 1 Groups
- 0 Resources
- 0 Discussions
- 10 Groups
Consultancy opportunity at ZSL for an experienced monitoring specialist to support species monitoring in rewilding landscapes across Europe
31 January 2023
The Department of Environmental Science, Policy, and Management (ESPM) at the University of California, Berkeley (UCB)
25 January 2023
Are you stuck on an AI or ML challenge in your conservation work? Apply now for the chance to receive tailored expert advice from data scientists! Applications due 27th January 2023
18 January 2023
2
WILDLABS and Fauna & Flora International are seeking an early career Vietnamese conservationist for 12-month paid internship position to grow and support the Southeast Asia regional community in our global...
11 January 2023
Careers
PhD position (m/f/d) in Insect Ecology and Conservation
Andrew Fairbairn
This position focuses on the ecology aspect of the project, while a second PhD in Ilmenau will be dealing with programming/AI development. Because of the high temporal resolution of our data, we can investigate how land...
9 January 2023
Careers
Job: maker / workshop technician
Duncan Wilson
We are looking for someone who enjoys the craft of making to come and help run our London based lab.
5 January 2023
Seeking Software Engineer for Marine Science Lab a UC Santa Barbara
19 December 2022
Using satellite imagery to detect and classify the severity of cyanobacteria blooms in small, inland water bodies.
15 December 2022
Careers
PhD - Sensory ecology of vespine wasps
Duncan Wilson
a technology-led solution to understanding the honeybees of the wasp world
8 December 2022
The University of Alaska Fairbanks is seeking a research Post Doctoral Fellow to work in collaboration with the Arctic National Wildlife Refuge, U.S. Fish and Wildlife Service. The position will focus on using Machine...
7 December 2022
Article
New: Satellites for Biodiversity Award
EmmaOldham
Conservation partnership launches new award to advance biodiversity conservation from space
5 December 2022
Careers
PhD Positions at University of Michigan CSE
Elizabeth Bondi-Kelly
Interested in a PhD exploring the potential of AI? Please consider applying to Realize Lab at the University of Michigan CSE.
23 November 2022
February 2023
event
January 2023
1
Description | Activity | Replies | Groups | Updated |
---|---|---|---|---|
Really excited to see ChatGPT making waves even in this community! I think there's a huge amount of potential for not just ChatGPT, but LLMs (large language models) and NLP (... |
+9
|
AI for Conservation, Emerging Tech | 5 days 4 hours ago | |
My original background is in ecology and conservation, and am now in the elected leadership of the Gathering for Open Science Hardware which convenes researchers developing open... |
|
AI for Conservation, Biologging, Camera Traps, Conservation Tech Training and Education, Data management and processing tools , Drones, Emerging Tech, Sensors | 2 weeks 1 day ago | |
Hi Simon, i've popped you an email too, but actually sharing some more information here about what you're after will mean you'll be able to get better help from our full... |
|
AI for Conservation, Camera Traps | 2 weeks 2 days ago | |
Hi Sophie, Can you please help me or get in touch in developing a system where we are able to detect an Elephant? Would like to discuss more about it. Kindly treat this as urgent!! |
+8
|
AI for Conservation | 2 weeks 4 days ago | |
Hello All - @sarabeery et Al have just put a pre-print out on their educational insights into teaching Computer Vision to ecologists. I... |
|
Acoustic Monitoring, AI for Conservation, Conservation Tech Training and Education, Early Career, Emerging Tech | 3 weeks 2 days ago | |
The Conservation Technology Lab at San Diego Zoo seeks undergrads for summer projects in computer vision, machine learning, bioacoustics,... |
|
Acoustic Monitoring, AI for Conservation, Conservation Tech Training and Education | 1 month 1 week ago | |
I just came across this interesting paper in which seismic monotoring of animals like elephants was mentioned. This is the study refered to:Cheers,Lars |
|
AI for Conservation, Camera Traps, Emerging Tech, Ethics of Conservation Tech, Human-Wildlife Conflict, Remote Sensing & GIS, Sensors | 1 month 2 weeks ago | |
Quick reminder that the deadline for applications is just shy of a week away. This workshop is particularly geared to teach ecologists computer vision tools to apply to their... |
|
Conservation Tech Training and Education, AI for Conservation | 1 month 3 weeks ago | |
Hahaha, now I see why you were asking ... |
|
AI for Conservation | 1 month 4 weeks ago | |
Hi all, one of the 8 MozFest 2023 spaces is 'Tech & Biodiversity', and the organisers seek input for an event on the intersection of... |
|
AI for Conservation, Ethics of Conservation Tech, Open Source Solutions | 2 months 1 week ago | |
@antoineede @divyar EcoAssist is now also available on Windows and Linux: |
|
AI for Conservation | 2 months 1 week ago | |
Full article here: Lauha, P., Somervuo, P., Lehikoinen, P., Geres, L., Richter, T., Seibold, S., & Ovaskainen, O. (2022).... |
|
Acoustic Monitoring, AI for Conservation, Citizen Science, Software and Mobile Apps | 2 months 2 weeks ago |
Consultancy opportunity: Wildlife monitoring specialist
31 January 2023 11:26am
ChatGPT for conservation
16 January 2023 10:04am
27 January 2023 10:40am
Great idea for a discussion Isobel. I was thinking also that it is likely to be a tool for good (rather than evil).
I have no idea how to use it (was googling about it yesterday...), so any infom shared here within WildLabs would be greatly received by many, I believe.
C.
27 January 2023 1:31pm
Really excited to see ChatGPT making waves even in this community! I think there's a huge amount of potential for not just ChatGPT, but LLMs (large language models) and NLP (natural language processing) more broadly, to have concrete impacts on conservation. Like others have already mentioned, it can definitely be useful as a coding assistant, especially for people who don't have the strongest programming skills (and I recommend anyone to check out tools such as RTutor if you haven't already!). Beyond that, the utility within the context of scientific research could be quite potent. Climate scientists have begun to leverage NLP in a variety of contexts, e.g. using ClimateBERT to analyze climate risk disclosures, and I have seen conversations about the possibility of using NLP to analyze biodiversity offset initiative reporting, for example. Personally, I also see some really exciting opportunities for using ChatGPT and other NLP tools to assist in knowledge management, synthesis, dissemination etc.
I have some pretty concrete ideas about what this could look like, but more than anything I'd be really curious to discuss it in this community to see what use cases people can imagine! @StephODonnell if you're looking for someone to facilitate a conversation on this I'd be happy to host! I've been hosting some conversations on ChatGPT within a different industry and it's sparked some really cool conversations 🤗
Assistant Professor in Conservation Science
25 January 2023 4:01pm
AI for Forest Elephants Challenge
25 January 2023 3:34pm
Advanced Field School in Computational Ecology
25 January 2023 2:54pm
Western Section of The Wildlife Society 2023
25 January 2023 2:09am
Apply Now: AI for Conservation Office Hours
18 January 2023 5:15pm
Interview for Technologies in Conservation
24 November 2022 10:07am
16 January 2023 2:42pm
I'd be happy to chat with you if you wanted! My expertise is within passive acoustic monitoring particularly. The Conservation Tech Directory might be useful for you in identifying relevant actors within the space.
16 January 2023 5:16pm
Happy to contribute [email protected]
17 January 2023 5:12pm
My original background is in ecology and conservation, and am now in the elected leadership of the Gathering for Open Science Hardware which convenes researchers developing open source tech for science. I am not working on a specific piece of technology right now, but am happy to contribute some higher-level views for your interview if that helps.
Elephant Recognition
14 January 2023 10:01am
14 January 2023 3:39pm
I can be reached at [email protected]
16 January 2023 2:30pm
Hi Simon,
i've popped you an email too, but actually sharing some more information here about what you're after will mean you'll be able to get better help from our full community.
What are you looking for in particular? It sounds like there is particular piece of software you've seen that could be useful in your work - do you know what it's called? What do you need to do - image recognition, call recognition? Alerts when calls happen or are you looking for something more detailed? The more you tell us about what you're trying to do the better we'll be able to help!
Steph
African elephant facial or body recognition software
10 December 2018 7:26pm
14 November 2020 5:21pm
In DRCongo and just discovering this now. We operate in Lomami National Park, very remote regions, and our issue includes individual recognition of bonbos and forest elephants from camera trap data. Tim van Dam's comment hit home for me in that we have NO internet acces in the field sites, with internet, but not much access to cloud based propgram only in the cities of KIndu and Kisangani, over 100km from the field sites. We would liketo be able to download and use software, and even participate in testing some applications, but time lags are involved since data has to come out of thefield to move into the propgrams. I think basically we can do a lot with low tech solutions, and selectively move up the analytical chain but there is no question that we will remain with some fundamental connectivity problems....Is anyone esle facing thes kinds of constraints? Can anyone suggest some basic "recognition software" and a working group to allow us to get into this area and see what we can produce and contribute? John Hart www.bonoboincongo.com
15 November 2020 1:01am
This article in Seattle Times does pretty much a smiliar thing with Bears and you may find some solutiosn from their work
https://www.seattletimes.com/business/technology/training-facial-recognition-on-some-new-furry-friends-bears/
14 January 2023 9:48am
Hi Sophie, Can you please help me or get in touch in developing a system where we are able to detect an Elephant? Would like to discuss more about it. Kindly treat this as urgent!!
New paper - An evaluation of platforms for processing camera-trap data using artificial intelligence
13 January 2023 12:14am
We review key characteristics of four AI platforms—Conservation AI, MegaDetector, MLWIC2: Machine Learning for Wildlife Image Classification and Wildlife Insights—and two auxiliary platforms—Camelot and Timelapse—that incorporate AI output for processing camera-trap data. We compare their software and programming requirements, AI features, data management tools and output format. We also provide R code and data from our own work to demonstrate how users can evaluate model performance.
Conservation Technology Intern (Vietnam)
11 January 2023 5:00pm
PhD position (m/f/d) in Insect Ecology and Conservation
9 January 2023 12:53pm
Education Paper on Computer Vision for Ecology
9 January 2023 5:30am
Job: maker / workshop technician
5 January 2023 10:53am
Job: Software Engineer at Benioff Ocean Science Laboratory
19 December 2022 7:59pm
San Diego Zoo needs Summer Undergraduates!!
19 December 2022 1:58pm
Join NASA’s harmful algal bloom ML challenge and win prizes!
15 December 2022 7:56pm
Help - Innovative ways to track elephant movement
28 October 2022 4:50pm
4 November 2022 5:24pm
Why would you want to avoid alerting the rangers ?
You don't need high tech for this; elephants leave very obvious tracks and sign.
7 November 2022 12:52am
Hi Tyler,
Would like to introduce you to Ceres Tags products
- Ceres Tags products come in boxes of 5, 10 and 24.
- There are some software partners such as Earthranger, Mapipedia and possibly CiboLabs that would be able to assist you with your mapping vegetation requirements
- Ceres Tag does not require any towers, base stations and infrastructure. This allows you to see any movements from the heard outside of their normal herd (boundary alerts), and you will not be disturbing any of the flora and fauna with infrastructure set up.
- For the timing you are looking at, Ceres Wild pings directly to satellite 24 times a day. For Ceres Trace and Ceres Ranch there are 4 within 24 hours. Taking into consideration, when you set up alert areas, you will get them directly to your phone/laptop via your software of choice
- Ceres Ranch is a reusable tag that has just been launched. Use it on this project, remove the tag and then use the tag on your next project
- The software you choose will assist with the history of your animal movements. Ceres Tag is integrated with 11 software partners and in-development with 18 software partners https://cerestag.com/pages/software-partners
- Understanding it is a short-term project, you would be able to use Ceres Tags products without the additional expense of setting up and removing infrastructure- towers, gateways
- With Ceres Tag, you are purchasing the box of tags and picking a suitable software to deliver the information you require. On average, a box of 10 Ceres Trace Tags, is the same as 1 LoRaWAN tower.
14 December 2022 10:49am
I just came across this interesting paper in which seismic monotoring of animals like elephants was mentioned.
This is the study refered to:
Cheers,
Lars
CV4Ecology 2023 Applications
1 November 2022 8:01pm
3 November 2022 7:13pm
Hey Sara,
Thanks again for the session today--it was super helpful!
I have access to a pretty large network of camera trappers, and I'm currently surveying them to see who might be willing to share data with me. That being said, I can likely get data-sharing agreements with each of these agencies sorted out before the application deadline, but may not have the data in-hand by this time due to a lack of resources for transferring such large amounts of data.
I've used Azure Storage Explorer before to rapidly transfer large datasets like this, so I think it might be easier to compile all data in one location once we have access to the VMs. Would it be acceptable to apply with the signed data-sharing agreements in mind, and with the intent of organizing all of the data once we acquire access to the computing resources?
4 November 2022 6:02pm
Yes, that's definitely ok! You should just outline your larger plan and where you are at in the process in your application. However, the compute resources are intended to be used for model training and won't be available too far in advance of the school (or at least I can't guarantee they will be) , so you would need to make a plan for pre-summer workshop data storage, wrangling, and curation to get the data ready to train models on. Let me know if you're having issues with that and I can try to help brainstorm.
9 December 2022 8:23pm
Quick reminder that the deadline for applications is just shy of a week away.
This workshop is particularly geared to teach ecologists computer vision tools to apply to their research.
Tired of trying to manually count how many animals are in your images? Tired of listening to audio files to classify/detect species? Looking to clean and manage your data so that you can more easily access and analyze it? We're happy and eager to help you apply computer vision tools to try to help with these (and more!) tasks!
More info:
Feel free to comment here or message me directly if you have any questions!
PhD - Sensory ecology of vespine wasps
8 December 2022 12:47pm
Post Doctoral Fellow - Computer Vision/Arctic Avian Ecology
7 December 2022 4:21am
New: Satellites for Biodiversity Award
5 December 2022 2:08pm
Connection needed!
15 November 2022 4:23pm
22 November 2022 2:46pm
Maybe she is not based in Asia, but you could check Lily Xu, who gave a presentation at the IUCN World Congress a year ago on using AI against poaching in Cambodia. The project is called Protection Assistant for Wildlife Security (PAWS).
For a summary of this project and another ( presented by a man ) see
24 November 2022 3:55pm
Thank you so much!
2 December 2022 3:14pm
Hahaha, now I see why you were asking ...
PhD Positions at University of Michigan CSE
23 November 2022 3:02pm
MozFest 2023 call for proposals on Tech & Biodiversity
22 November 2022 11:10am
Automatically detect animals in camera trap images and filter out the empties
22 February 2022 6:51pm
27 March 2022 11:39am
Hi Divya,
Thanks for your interest. Unfortunately it's not ready for Windows yet. I'm working on it! Will keep you updated on this thread.
-Peter
27 March 2022 10:19pm
Sounds good, Peter! I'll keep an eye out for your reply. Thanks a lot & kudos to your great effort!
- Divya
17 November 2022 7:59pm
@antoineede @divyar EcoAssist is now also available on Windows and Linux:
New article: Domain-specific neural networks improve automated bird sound recognition already with small amount of local data
15 November 2022 11:03am
Dear AI, We Have Trust Issues

14 November 2022 11:09pm
27 January 2023 10:27am
I've been using it a bit for GIS and remote sensing. Automating code snippets and fixing errors.
Also used it for a few excel queries and some marketing related tasks.
What I'm so excited about is if it is this good now what's ai going to be like 10 years from now?
I really think 2023 is the year ai is going mainstream and people are going to have that 'aha so this is what it is all about moment'.