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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- @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
- | He/His/Him
Wildlife Conservation Society (WCS)
Working for wildlife conservation in Bangladesh since 2010.
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- @kklibra
- | He
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
- | she/her
alpine ecology, insect conservation, evolutionary ecology, behavioural ecology.
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Passionate about wildlife and impact investment with an academic, research and practitioner background in environmental science, environmental law and green criminology pursued in Central America, China, Tanzania and the United Kingdom I am driven to decolonise the research on c
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Passionate with conservation
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Newcastle University
Senior Lecturer in Biological Modelling. Interests in AI, spatial data, invertebrate ecology, species mapping
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- @JunglelaniTales
- | We
We currently producing an animation series meant to teach and inspire climate action to kids. Looking forward to networking opportunities.
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- @Venance
- | Mr
As a wildlife conservationist, I am deeply committed to the Ecology and Community Development. I help communities balance conservation with livelihoods, promoting beekeeping with the motto “Shusha Shoka, Pandisha Mzinga (Drop the Axe, Raise the Hive).
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National Geographic Society
Experience utilizing technology to inspire, educate, and create solutions to some of our biggest challenges. Currently, head of the National Geographic Society Exploration Technology Lab, overseeing the development and deployment of research and storytelling technologies.
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- @AthenaRycyk
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- @TheSarahShu
- | She, her
Director of User Experience in B2B SaaS and PaaS. Background in helping users configure, visualize, and interpret big data to solve complex networking challenges. Passionate about conservation.
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Article
Congratulations to Zoohackathon winners, team ODINN!
Zoological Society London (ZSL)
Following the UK Government’s landmark announcement of plans to introduce a complete ban on the domestic trade in ivory, it was fitting that a new machine learning product designed to tackle the supply end of this...
6 December 2017
Article
FIT Cheetahs
Larissa Slaney
A new research project is looking to investigate whether technology combined with the ancient skills and knowledge of Namibian trackers can help save cheetahs from extinction. Called FIT Cheetahs, the research project...
4 December 2017
Article
With Arctic sea ice disappearing, can advanced sensor technologies provide insights into an ecosystem on the brink?
30 November 2017
Article
HWC Tech Challenge Update: Meet the Judges
WILDLABS Team
Our panel of international experts has been hard at work reviewing the 47 proposals we recieved for innovative technological tools to address human wildlife conflict. The panelists have systematically been assessing the...
20 October 2017
Article
DAS: A Scaleable Solution For Protected Area Management
WILDLABS Team
The Domain Awareness System (DAS) is a revolution in monitoring technology, creating real-time awareness of protected areas assets. This technology has the potential to completely change standard monitoring procedures...
26 September 2017
Article
Frustrated by the limitations of the tools that were available for managing large camera trap data sets, Heidi Hendry and Chris Mann set out to develop something that met their needs, and thus, Camelot was born. In...
7 July 2017
Funding
The European Space Agency is calling for Kick-Start ideas to leverage space technology for wildlife protection. Three main topics of interest have been identified: 1) Wildlife monitoring, tracking and inventory, 2)...
5 July 2017
Article
Trialing Audiomoth to detect the hidden threats under the canopies of Belize
Andrew Hill and 1 more
Its been a busy couple of months for the Open Acoustic Devices team. They've just returned back from Belize where they have been trialling the new AudioMoth design for gunshot detection. Find out what they've been up to...
27 June 2017
Article
Machine learning, meet the ocean
Kate Wing
There is a revolution coming in conservation. Advances in conservation technology are generating more data than ever before on what lives where, who eats who, and what’s disappearing and how fast, but it still requires...
10 May 2017
Article
15 Risks and Opportunities for Global Conservation
WILDLABS Team
Researchers have identified 15 emerging risks and opportunities for species and ecosystems around the world in a recent horizon scanning exercise.
31 March 2017
Funding
Conservation Leadership Programme 2017 Award
WILDLABS Admin
The Conservation Leadership Programme (CLP) is a training and capacity building programme that targets individuals from developing countries who are early in their conservation career and demonstrate leadership...
21 November 2016
Article
FishFace is a new application under development by The Nature Conservancy in partnership with Refind Technologies. Similar to facial recognition software used to identify people, FishFace uses artificial intelligence to...
10 November 2016
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| Description | Activity | Replies | Groups | Updated |
|---|---|---|---|---|
| Hi Ellie, thanks for your interest. So I have two possible explanations why the camera traps I used did not release, even though I found otter droppings directly in front of my... |
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AI for Conservation, Animal Movement | 4 years 11 months ago | |
| Samara P. El-Haddad Wildlife Conservation Junior Specialist at Lebanon Reforestation Initiative (LRI)... |
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AI for Conservation, Community Base | 5 years ago | |
| How neat, thanks for sharing! We'd love to hear more about your drone project once it's underway, please keep us updated on that one! |
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AI for Conservation, Emerging Tech | 5 years 1 month ago | |
| Great talk! I thoroughly enjoyed it. Some high schoolers have done small AI projects(s) and have interest in the wildlife. What resources would you all suggest to further... |
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AI for Conservation, Camera Traps | 5 years 1 month ago | |
| Author: Jody Tucker, U.S. Forest Service, Pacific Southwest Region Carnivore Monitoring ProgramFigures below text in order (Fig 1... |
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AI for Conservation, Emerging Tech | 5 years 1 month ago | |
| What better way to celebrate Endangered Species Day 2020 than try a new technology to protect them? If you're planning to be out and... |
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AI for Conservation, Emerging Tech | 5 years 3 months ago | |
| DeepForest docs are here. https://deepforest.readthedocs.io/ Welcome to have a look. My experience is that individual trees cannot be distinguished in satellite... |
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AI for Conservation | 5 years 4 months ago | |
| Steph, thank you so much for this, this is wonderful :) Really, really apreciate you sharing this with me :) Diving into all of the wonderful resources from you, thank you so very... |
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AI for Conservation | 5 years 4 months ago | |
| A call put out over on Twitter by Jesse Alston might be of interest here - both for conservationists and grad students. Looks like... |
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AI for Conservation | 5 years 4 months ago | |
| This can be done, happy to help :) But I think I need to understand the situation a little bit more. Do you already have the data for training / inference? Do you have any... |
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AI for Conservation | 5 years 4 months ago | |
| Hi there this post on Conservation X labs recently came up on designing softwarre for individual horse recognition: https://... |
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AI for Conservation | 5 years 5 months ago | |
| Wildlife Insights launched their online platform hosting over 4 million camera trap images. They use AI to automatically classify the... |
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AI for Conservation | 5 years 8 months ago |
