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!
- @Alawa
- | She/Her
Passionate wildlife and biodiversity conservationist
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- @CourtneyShuert
- | she/her
I am a behavioural ecologist and eco-physiologist interested in individual differences in marine mammals and other predators
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- 7 Discussions
- 9 Groups
- @mattaudette
- | he, him, his
Software Tester and Test Automator at Wildlife Protection Solutions
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- 1 Discussions
- 24 Groups
- @Rutwik
- | Mr
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- @williams
- | He/Him
I am a conservationist specializing in endangered species, particularly vultures. As the Endangered Species Conservation Coordinator/Co-Founder at Biota Conservation Hub Foundation (BiotaCHF), I have conducted extensive research/conservation of vultures and other water birds.
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- @ARobillard
- | He/Him
A conservation data scientist and field ecologist with broad interest in the application of machine learning and population genetics to the conservation of threatened species. Alex has conducted field studies throughout central and south America, the Caribbean, and North America.
- 2 Resources
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- @Joynyamshangi
- | she/her
- 0 Resources
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MSc in AI for Sustainable Development at UCL
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- @aniyaz533
- | Niyaz
A keen willdlife biologist looking forward to work on Otters ecology in Himalayan landscape
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I'm a computer engineer with a master's degree in Artificial Intelligence, I love nature and wildlife
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- @tmcgrath
- | He / Him
Geographer, Program Manager, Engineering Manager
- 0 Resources
- 1 Discussions
- 11 Groups
Article
Using AI, barriers and bridges to help stop wildlife-vehicle collisions
Lars Holst Hansen
Wildlife on roads creates a significant hazard in rural areas, to humans and animals alike. Low-tech prevention methods such as overpasses give great results, but they are expensive and can’t cover every scenario. Now...
12 November 2024
Careers
The San Diego Zoo Wildlife Alliance Conservation Technology Lab seeks a postdoctoral associate for a three-year position applying their machine learning expertise to bioacoustics problems in ecology and conservation.
1 November 2024
Link
The library enables to derive biophyiscal maps with a few lines of code (only requirements: region of interest, temporal domain and satellite sensor). All processing runs in the cloud using the openEO API and hence no...
20 October 2024
Article
GEO COP16 Pavillion
Elsa Carla De Grandi
Oct, 21 - 31 2024 (Blue Zone - Cali, Colombia)
18 October 2024
Link
Very nice video!
7 October 2024
Article
Paper by Natalie Klug et al
6 October 2024
Careers
MS and PhD Opportunities in Ocean Engineering and Oceanography
Camille Pagniello
The Marine Innovation Lab for Leading-edge Oceanography develops hardware and software to expand the ocean observing network and for the sustainable management of natural resources. For Fall 2025, we are actively...
6 October 2024
Careers
African Research Fellowship: 2024/2025
Elsa Carla De Grandi
With this call, ESA offers 1-year fellowships to four African researchers to work at the ESA-ESRIN premises in Frascati (Rome, Italy) in collaboration with ESA scientists
4 October 2024
Funding
2 postdoc/PhD positions for "AI" in biodiversity monitoring
Pen-Yuan Hsing
Based in the EU
3 October 2024
Funding
The Connected Conservation is thrilled to announce our award's third round in collaboration with the Airbus Foundation. This award champions the use of cutting-edge satellite imagery to tackle biodiversity loss and...
30 September 2024
Article
🌍🎶 **Inspiring Moments at the African Bioacoustics Community Conference!** 🎶🌍
Consolata Gathoni Gitau
The African Bioacoustics Conference!
18 September 2024
June 2025
event
Nalini
July 2025
October 2025
event
Lacey Hughey and 3 more
November 2023
event
Stephanie O'Donnell
73 Products
Recently updated products
16 Products
Recently updated products
| Description | Activity | Replies | Groups | Updated |
|---|---|---|---|---|
| One thing I love about software is that in an ever-changing landscape of languages, frameworks, and tools, you can never stop learning.... |
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Software Development, AI for Conservation | 6 months 1 week ago | |
| Hi Eugene!Interesting project!I already signed up to test it!Cheers,Lars |
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AI for Conservation, Camera Traps | 6 months 2 weeks ago | |
| I am certainly a somewhat vertical thing with a lump on top, so I get it... |
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AI for Conservation | 6 months 3 weeks ago | |
| Hi all! I wanted to open a discussion on a topic that I've been thinking about ever since I entered the job market-- how to get a... |
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Software Development, AI for Conservation, Early Career, Open Source Solutions | 6 months 4 weeks ago | |
| That's great, thanks Lars! |
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AI for Conservation | 6 months 4 weeks ago | |
| I did a short presentation on our work with the polar bear alarm in the Wildlabs Variety Hour October 30th.It can be found here : https://www.youtube.com/watch?v=zr2Q8bUJZ8U... |
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Human-Wildlife Conflict, AI for Conservation | 7 months ago | |
| Comma.ai would be your best bet. Not sure if it's officially open source but was started by a noteable hacker with an open source ethos. Could try reaching out to them. |
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AI for Conservation | 7 months ago | |
| For the record now that this is here:This error typically occurs when the wrong number of classes is given to timm.create_model. You should try to specify num_classes=30... |
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Camera Traps, AI for Conservation | 7 months 1 week ago | |
| WildMon, Terra Genesis, The VF Foundation, Thaksin University, and the Wanakaset Symbiosis Network have teamed up on a new project in... |
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Acoustics, AI for Conservation, Community Base | 7 months 1 week ago | |
| Do you use camera traps? If so, we'd love if you could take five minutes to fill out this survey: tinyurl.com/zambasurveyWith our WILDLABS... |
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AI for Conservation, Camera Traps, Data management and processing tools, Software Development, Open Source Solutions | 7 months 2 weeks ago | |
| I'm not affiliated, I just happened across it... not sure who is actually leading it. |
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Software Development, Early Career, AI for Conservation, Citizen Science, Climate Change, Conservation Tech Training and Education, Funding and Finance | 7 months 3 weeks ago | |
| Great and difficult question Lisa! I think, yes, we are adding to the problem. We have been already when ML was introduced as a solution to big data problems, and perhaps we have... |
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AI for Conservation | 7 months 3 weeks ago |
Seafood fund seeks ideas for innovation projects up to £250k
11 February 2020 12:00am
WILDLABS Virtual Meetup Recording: Acoustic Monitoring
WILDLABS Team
5 February 2020 12:00am
AI for camera trap public data
17 December 2019 9:20pm
A New Cloud Platform Unveils the Most Diverse Camera Trap Database in the World
17 December 2019 12:00am
[ARCHIVED] Workshop on Deep Learning Methods and Appliocations for Animal Re-Identification
25 November 2019 6:24pm
WACV2020 AI for Animal Re-ID: Deep Learning Methods and Applications for Animal Re-Identification
25 November 2019 12:00am
WILDLABS Virtual Meetup Recording: Drones
WILDLABS Team
9 November 2019 12:00am
Camera Trapping: Incredibly Useful Resources List
5 November 2019 12:00am
Who wants to learn Python? Courses to get you started coding
2 May 2016 3:13pm
1 March 2019 9:20am
Hello everyone what are you wating for..
All US, UK, India users can enroll courses from Intellipaat (the largest IT trainng company)
check some of thier superb training list:
29 October 2019 4:52pm
Chuck's Python for Everyone course is available these days at www.py4e.com, and he's also created a course called Web Apps for Everyone www.wa4e.com. Both excellent resources, and he's a strong proponent for (and creator of) open source educational tools in general.
Lucy
Plant-Powered Camera Trap Breakthrough
15 October 2019 12:00am
Using Artificial Intelligence to Track Birds’ Dark-of-Night Migrations
9 October 2019 12:00am
Camera Trap Technology Symposium (Recordings): Bringing Developers and Users Together
2 September 2019 12:00am
ICCB 2019: 5 Key Discussions about the Future of Conservation Tech
21 August 2019 12:00am
Conservation biologists find new applications for AI tools
5 August 2019 2:57pm
Automated Identification of Indonesian Rhinos
27 July 2019 12:00am
[ARCHIVED] Position: UI/UX Machine Learning Engineer
8 July 2019 11:27pm
[ARCHIVED] Position: Senior Computer Vision Research Engineer
8 July 2019 10:42pm
Hello buzzing World!
7 July 2019 6:55pm
ML at the Edge
28 June 2019 8:16am
Meetup: Machine Learning/AI on Earth Observation Data (23 July, London)
21 June 2019 12:00am
New open data site for fisheries
10 June 2019 7:17pm
Workshop & Challenges on Computer Vision for Wildlife Conservation (CVWC) at ICCV 2019
5 June 2019 6:51am
Technology companies, FCO, and conservation NGOs come together to scale technology solutions to end wildlife crime
4 June 2019 12:00am
AI for Earth Innovation Grant (extended)
4 June 2019 12:00am
CogX Festival of AI and Emerging Technology - free tickets for WILDLABS members
16 May 2019 12:12pm
28 May 2019 12:02pm
UPDATE: We've had quite a few members emailing us for tickets, so I'm looking forward to meeting everyone in person! We've now been allocated some extra tickets, so if you are interested you're in luck, there is still a chance to come along.
3 June 2019 4:53pm
Are there any free tickets left for CogX?
I am on anthony.peake@agiledatum.com
3 June 2019 5:04pm
yep! Drop me an email at stephanie.odonnell@wildlabs.net and I'll get you a link.
Steph
How machine learning can help fight illegal wildlife trade on social media
31 May 2019 12:00am
GWP Webinar Recording: Using SMART at scale for effective wildlife protection
21 May 2019 12:00am
WILDLABS TECH HUB Showcase
WILDLABS Team
17 May 2019 12:00am
Meet the WILDLABS TECH HUB Winners
13 May 2019 12:00am
Huge appetite for data trusts, according to new ODI research
15 April 2019 12:00am
31 August 2017 9:06am
A couple of years ago I completed the Coursera course Programming for Everybody (Getting Started with Python) with Charles Severance. I found it really well paced and well taught. He's a very personable tutor, and has also written a free book Python for Everybody, available as a PDF.
I found the Coursera course on R Programming with Roger Peng to be more difficult to follow, but I'm not sure whether that was down to the teaching style or the language itself. For R, I'd definitely recommend the best place to get started is swirl - Learn R, in R!
Happy coding