Biodiversity: Difference between revisions
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== Machine Learning Application Areas == |
== Machine Learning Application Areas == |
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=== '''Ecology''' === |
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*Camera trap image classification |
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*Analysis of citizen science data |
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*Environmental sensor network analysis |
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== Background Readings == |
== Background Readings == |
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=== Primers === |
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*[https://www.cambridge.org/core/books/artificial-intelligence-and-conservation/17C33AF856648B208E47A10813CEC6DF Artificial Intelligence and Conservation]: A curated collection of case studies. |
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*'''"AI empowers conservation biology" (2019)'''<ref>{{Cite journal|last=Kwok|first=Roberta|date=2019-03-04|title=AI empowers conservation biology|url=https://www.nature.com/articles/d41586-019-00746-1|journal=Nature|language=en|volume=567|pages=133–134|doi=10.1038/d41586-019-00746-1}}</ref>: A high-level overview of this problem space. Available [https://www.nature.com/articles/d41586-019-00746-1 here]. |
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*'''"Climate, biodiversity, and land: using ML to protect and restore ecosystems" (2020)'''<ref>{{Cite web|url=https://slideslive.com/38926837/tackling-climate-change-with-ml?ref=og-meta-tags|title=Climate, Biodiversity, and land: Using ML to protect and restore ecosystems|last=Morris|first=Dan|date=April 216, 2020|website=SlidesLive|url-status=https://slideslive.com/38926837/tackling-climate-change-with-ml?time=40751s|archive-url=|archive-date=|access-date=2020-09-24}}</ref>: An overview talk, with pointers to practical starting points. Available [https://slideslive.com/38926837/tackling-climate-change-with-ml?time=40751s here]. |
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Textbooks |
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* '''"Artificial Intelligence and Conservation" (2019)'''<ref>{{Cite book|url=https://www.cambridge.org/core/product/identifier/9781108587792/type/book|title=Artificial Intelligence and Conservation|last=|first=|date=2019-02-28|publisher=Cambridge University Press|year=2019|isbn=978-1-108-58779-2|editor-last=Fang|editor-first=Fei|edition=1|location=|pages=|doi=10.1017/9781108587792|editor-last2=Tambe|editor-first2=Milind|editor-last3=Dilkina|editor-first3=Bistra|editor-last4=Plumptre|editor-first4=Andrew J.}}</ref>: A curated collection of case studies. Book description [https://www.cambridge.org/core/books/artificial-intelligence-and-conservation/17C33AF856648B208E47A10813CEC6DF here]. |
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*[https://www.nature.com/articles/d41586-019-00746-1 ''AI empowers conservation biology'']: A high-level overview of this problem space. |
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=== Other === |
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*[https://coastalresilience.org/project/ai-conservation/ Natural Solutions Toolkit]: Example in-the-field implementations. |
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*'''Natural Solutions Toolkit'''<ref>{{Cite web|url=https://coastalresilience.org/project/ai-conservation/|title=AI for Conservation {{!}} Coastal Resilience|language=en-US|access-date=2020-09-24}}</ref>: Example in-the-field implementations. Available [https://coastalresilience.org/project/ai-conservation/ here]. |
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*[https://slideslive.com/38926837/tackling-climate-change-with-ml?time=40751s Climate, biodiversity, and land: using ML to protect and restore ecosystems]: An overview talk, with pointers to practical starting points. |
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== Online Courses and Course Materials == |
== Online Courses and Course Materials == |