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Image Classification Tutorial

Notebook 'ML_Problems_ImageClassification_001.ipynb' contains a tutorial for building and applying ML workflows on animal image trap datasets.


For compressed files 'Dataset_images_mini_day.zip' (~21 MB) and 'Dataset_images_mini_night.zip' (~12 MB) these are the sources for the images:

Source Name Link Project Name
US Fish & Wildlife Service https://www.fws.gov/search/images?$keywords=%22deer%22 USFWS
National Park Service https://www.nps.gov/media/multimedia-search.htm#sort=score+desc&q=deer NPS
Washington Department of Fish & Wildlife https://wdfw.wa.gov/about/wildlife-reports/2023/dec1-15 WDFW
Wildlife NYC https://www.nyc.gov/site/wildlifenyc/animals/deer.page n/a
eMAMMAL https://emammal.si.edu/animal-photos APR Wildlife Survey Project
eMAMMAL see eMammal link above Araucaria Biospere Reserve of Southern Chile Wildlife Monitoring
eMAMMAL see eMammal link above Bellavista Project
eMAMMAL see eMammal link above Black Rock Forest Carnivore Survey
eMAMMAL see eMammal link above Blue Ridge Parkway, NC/VA Wildlife Survey Project
eMAMMAL see eMammal link above British Columbia Parks Wildlife Monitoring Program
eMAMMAL see eMammal link above Canid Collision Project
eMAMMAL see eMammal link above Carl Sandburg Home NHS Bear Project
eMAMMAL see eMammal link above Carnivore Behavior in Westchester County Project
eMAMMAL see eMammal link above Carnivore Intraguild Interactions in Select Thailand Reserves
eMAMMAL see eMammal link above Central Cascades Wolverine Study
eMAMMAL see eMammal link above Crocodile Lake Inventory and Monitoring Project
eMAMMAL see eMammal link above D.C. Wildlife Project
eMAMMAL see eMammal link above InkaTerra Tambopata Wildlife: Peru Project
eMAMMAL see eMammal link above ITAIPU Binacional (Paraguay) Project
eMAMMAL see eMammal link above LEAF School Project
eMAMMAL see eMammal link above Mast and Mammals Project
eMAMMAL see eMammal link above Mecklenburg County Project
eMAMMAL see eMammal link above Mizzou Eastern Spotted Skunk Project
eMAMMAL see eMammal link above Monongahela National Forest Wildlife Openings
eMAMMAL see eMammal link above Montana Ranch Survey
eMAMMAL see eMammal link above Morona BMAP Camera Trapping Project
eMAMMAL see eMammal link above Museums Connect Mexico
eMAMMAL see eMammal link above Museums Connect United States
eMAMMAL see eMammal link above NCSU Camera Trapping
eMAMMAL see eMammal link above North Carolina's Candid Critters Project
eMAMMAL see eMammal link above Okaloosa S.C.I.E.N.C.E. Project
eMAMMAL see eMammal link above Peperpot Nature Park
eMAMMAL see eMammal link above Prairie Ridge Project
eMAMMAL see eMammal link above Przewalski’s Horse and Livestock Resource Use in Hustai National Park
eMAMMAL see eMammal link above Recreation Effects on Wildlife Project
eMAMMAL see eMammal link above Smithsonian BioAcoustic Monitoring Project
eMAMMAL see eMammal link above Seattle Urban Carnivore Project
eMAMMAL see eMammal link above SE Kansas Biodiversity
eMAMMAL see eMammal link above Smithsonian Environmental Research Center ForestGEO Project
eMAMMAL see eMammal link above Smithsonian Grassland Ecology Program
eMAMMAL see eMammal link above Snapshot USA 2019
eMAMMAL see eMammal link above Snapshot USA 2020
eMAMMAL see eMammal link above Stone Mountain Trail Building Project
eMAMMAL see eMammal link above Students Discover North Carolina
eMAMMAL see eMammal link above Sumaco Cloud Forest Project
eMAMMAL see eMammal link above The NC Chapter of The Nature Conservancy Preserve Camtraps
eMAMMAL see eMammal link above Triangle Camera Trap Survey Project
eMAMMAL see eMammal link above Tyson Research Center ForestGEO Project
eMAMMAL see eMammal link above University of Kansas Field Station Wildlife Research and Monitoring Project
eMAMMAL see eMammal link above Urban to Wild Project
eMAMMAL see eMammal link above Wasatch Wildlife Watch
eMAMMAL see eMammal link above Washington Urban-Wildland Carnivore Project
eMAMMAL see eMammal link above Wildlands Red Wolf Survey Project
eMAMMAL see eMammal link above Woodland Park Zoo: Monitoring Wolverines in the North Cascades
eMAMMAL see eMammal link above WVU Wildlife and Fisheries Techniques Class Project
eMAMMAL see eMammal link above Yasuni ForestGEO Project
eMAMMAL see eMammal link above Zofin ForestGEO Project

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Image classification tutorial with google colab

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