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      Automated detection of Hainan gibbon calls for passive acoustic monitoring

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          Deep learning.

          Deep learning allows computational models that are composed of multiple processing layers to learn representations of data with multiple levels of abstraction. These methods have dramatically improved the state-of-the-art in speech recognition, visual object recognition, object detection and many other domains such as drug discovery and genomics. Deep learning discovers intricate structure in large data sets by using the backpropagation algorithm to indicate how a machine should change its internal parameters that are used to compute the representation in each layer from the representation in the previous layer. Deep convolutional nets have brought about breakthroughs in processing images, video, speech and audio, whereas recurrent nets have shone light on sequential data such as text and speech.
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            Revisiting Unreasonable Effectiveness of Data in Deep Learning Era

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              Applications for deep learning in ecology

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                Author and article information

                Contributors
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                Journal
                Remote Sensing in Ecology and Conservation
                Remote Sens Ecol Conserv
                Wiley
                2056-3485
                2056-3485
                September 2021
                April 08 2021
                September 2021
                : 7
                : 3
                : 475-487
                Affiliations
                [1 ]African Institute for Mathematical Sciences Muizenberg South Africa
                [2 ]Stellenbosch University Stellenbosch South Africa
                [3 ]Centre for Research into Ecological and Environmental Modelling University of St Andrews St Andrews UK
                [4 ]Centre for Statistics in Ecology, the Environment, and Conservation University of Cape Town Rondebosch South Africa
                [5 ]Institute of Zoology Zoological Society of London Regent's Park London NW1 4RY UK
                [6 ]Department of Biological Sciences Northern Illinois University DeKalb Illinois 60115USA
                [7 ]School of Biological Sciences University of Utah Salt Lake City Utah 84112USA
                [8 ]Department of Life Sciences University of Roehampton London SW15 4JD UK
                [9 ]Living Collections Zoological Society of London Regent's Park London NW1 4RY UK
                [10 ]Bawangling National Nature Reserve Changjiang Li Autonomous County Hainan China
                Article
                10.1002/rse2.201
                6112006d-1038-48f1-98cb-40eda170a6b1
                © 2021

                http://creativecommons.org/licenses/by-nc/4.0/

                http://doi.wiley.com/10.1002/tdm_license_1.1

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