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environmental_machine_learning [2017-07-21 06:18] – theunkarelse | environmental_machine_learning [2017-08-14 11:01] – theunkarelse |
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=== research thread: === | === research thread: === |
[[http://boskoi.org|Boskoi]] 2010 > [[http://augmentedecology.com|Augmented Ecology]] 2014 > [[http://machinewilderness.net/|Machine Wilderness]] 2015 > Environmental Machine Learning (2018?) | [[groworld_hpi]] > [[http://boskoi.org|Boskoi]] 2010 > [[http://augmentedecology.com|Augmented Ecology]] 2014 > [[http://machinewilderness.net/|Machine Wilderness]] 2015 > Environmental Machine Learning (2018?) |
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=== potential starting questions: === | === potential starting questions: === |
* if/how the concept of the 'umwelt' in biological creatures relates to the 'world view' (as Memo Akten called it) that forms in artificial neural networks during training. | * if/how the concept of the 'umwelt' in biological creatures relates to the 'world view' that forms in artificial neural networks during training. |
* how do animals, plants or machines learn through experience and exposure? | * how do animals, plants or machines learn through experience and exposure? (+cognitive biases) |
* how much of us humans permeates into the robotic eye of the beholder? (Or more broadly: Do we hold on to us being the human?) | * (how) could an AI become environmentally literate? (+ implications) |
* can these 'synthetic' worldviews give us fresh perspectives on our environment and the lives that creatures live there? | * what does a 'synthetic worldview' mean for the understanding/appreciation of environmental complexity? |
* how do strategies of environmental observation compare/relate in AI, choreography, ecology, art, landscaping, traditional practices, etc.. | * how do strategies of environmental observation compare/relate (in AI, choreography, ecology, art, landscaping, traditional cultures,..) |
* can machine learning expand environmental literacy in technology/society? | * thalience: how much of the human is present in the 'robotic eye'? |
| * who is the observer in these experiments? what kind of power-relations come out? (+symbiogenesis) |
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=== methods: === | === methods: === |
* fieldwork: exploration through interactions between man-machine-environment in-situ | * fieldwork: exploration through interactions between man-machine-environment in-situ |
* prototyping | * prototyping: like in Boskoi & Machine Wilderness with experiments as vehicles for materializing questions |
* critical reflection | * critical reflection |
* multimodal and transdisciplinary approach: could the project also give room to explore observation strategies from various domains of human inquiry and probe them in-situ? | * multimodal and transdisciplinary approach: could the project also give room to explore observation strategies from various domains of human inquiry and probe them in-situ? |
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| === program: (under construction)=== |
| * EML Meetup series at MidWest Experimental Station, dec 2017 / nov 2018 //theme: Synthetic Environmental Literacy// |
| * fieldwork session Finland, may 2018 //theme: Rules of Engagement: Machine and Animal interactions// / 4 ppl / 10 days |
| * fieldwork session Terschelling, sep 2018 //theme: Random Forests: Environmental observation and perception into algorithm// / 10 ppl / 2 or 3 days |
| * critical reflection / writing, web or print: //Fieldguide to Environmental Machine Learning// |
| * exhibition (Artis Zoo?) |
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=== reading: === | === reading: === |
* "Machine Learning without Tears: A primer for Ecologists. Olden et al [2008]" >> https://t.co/N1l1JKYqqh | * "Machine Learning without Tears: A primer for Ecologists. Olden et al [2008]" >> https://t.co/N1l1JKYqqh |
* "Applications of machine learning in animal behaviour studies" > http://www.sciencedirect.com/science/article/pii/S0003347216303360 | * "Applications of machine learning in animal behaviour studies" > http://www.sciencedirect.com/science/article/pii/S0003347216303360 |
| * "Intrinsic motivations and open-ended development in animals, humans, and robots: an overview" > https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4158798/ |
* [[https://jonlefcheck.net/2015/02/06/a-practical-guide-to-machine-learning-in-ecology/|A Practical Guide To Machine Learning In Ecology]] | * [[https://jonlefcheck.net/2015/02/06/a-practical-guide-to-machine-learning-in-ecology/|A Practical Guide To Machine Learning In Ecology]] |
* [[https://www.wildlabs.net/resources/thought-pieces/machine-learning-meet-ocean|Machine Learning, Meet Ocean]] | * [[https://www.wildlabs.net/resources/thought-pieces/machine-learning-meet-ocean|Machine Learning, Meet Ocean]] |
* [[https://www.theatlantic.com/amp/article/520713/|Artificial Intelligence: The Park Rangers of the Anthropocene]] | * [[https://www.theatlantic.com/amp/article/520713/|Artificial Intelligence: The Park Rangers of the Anthropocene]] |
* [[http://www.sciencedirect.com/science/article/pii/0304380089900665|Artificial intelligence and expert systems in ecology and natural resource management]] | * [[http://www.sciencedirect.com/science/article/pii/0304380089900665|Artificial intelligence and expert systems in ecology and natural resource management]] |
| * [[https://animalbiotelemetry.biomedcentral.com/articles/10.1186/s40317-017-0123-1|Super machine learning: improving accuracy and reducing variance of behaviour classification from accelerometry]] |
* [[https://channel9.msdn.com/Events/Neural-Information-Processing-Systems-Conference/Neural-Information-Processing-Systems-Conference-NIPS-2016/Intelligent-Biosphere|Intelligent Biosphere]] | * [[https://channel9.msdn.com/Events/Neural-Information-Processing-Systems-Conference/Neural-Information-Processing-Systems-Conference-NIPS-2016/Intelligent-Biosphere|Intelligent Biosphere]] |
* [[https://www.nrc.nl/nieuws/2017/06/27/niet-waar-de-robots-bij-zijn-11294270-a1564606|Not In Front Of The Bots (dutch)]] | * [[https://www.nrc.nl/nieuws/2017/06/27/niet-waar-de-robots-bij-zijn-11294270-a1564606|Not In Front Of The Bots (dutch)]] |
=== framing: === | === framing: === |
* [[http://journal.frontiersin.org/article/10.3389/fpsyg.2013.00058/full#h4|Embodied cognition is not what you think it is]] | * [[http://journal.frontiersin.org/article/10.3389/fpsyg.2013.00058/full#h4|Embodied cognition is not what you think it is]] |
| * [[https://aeon.co/essays/your-brain-does-not-process-information-and-it-is-not-a-computer|Your brain does not process information and it is not a computer]] |
| * [[thalience]] |
| * Panpsychism |
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=== see also: === | === see also: === |
* [[machine_learning]] | * [[machine learning]] |
* [[machine_ecology]] | * [[machine ecology]] |
| * [[Robust Physical Perturbations]] |
* http://machinewilderness.net | * http://machinewilderness.net |