A Survey of Deep Learning and Its Applications: A New Paradigm to Machine Learning

Shaveta Dargan; Munish Kumar; Maruthi Rohit Ayyagari; Gulshan Kumar

doi:10.1007/s11831-019-09344-w

Keywords

Deep learningArtificial intelligenceComputer scienceMachine learningActive learning (machine learning)Variety (cybernetics)Field (mathematics)

Affiliated Institutions

Related Publications

Deep Learning applications for COVID-19

Connor Shorten , Taghi M. Khoshgoftaar , Borko Furht

Abstract This survey explores how Deep Learning has battled the COVID-19 pandemic and provides directions for future research on COVID-19. We cover Deep Learning applications in...

2021 Journal Of Big Data 340 citations

A Survey on Deep Learning

Samira Pouyanfar , Saad Sadiq , Yilin Yan +6 more

The field of machine learning is witnessing its golden era as deep learning slowly becomes the leader in this domain. Deep learning uses multiple layers to represent the abstrac...

2018 ACM Computing Surveys 1289 citations

A State-of-the-Art Survey on Deep Learning Theory and Architectures

Md Zahangir Alom , Tarek M. Taha , Chris Yakopcic +7 more

In recent years, deep learning has garnered tremendous success in a variety of application domains. This new field of machine learning has been growing rapidly and has been appl...

2019 Electronics 1521 citations

Knowledge Distillation: A Survey

Jianping Gou , Baosheng Yu , Stephen J. Maybank +1 more

In recent years, deep neural networks have been successful in both industry and academia, especially for computer vision tasks. The great success of deep learning is mainly due ...

2021 International Journal of Computer Vision 2894 citations

Fine-Tuning Convolutional Neural Networks for Biomedical Image Analysis: Actively and Incrementally

Zongwei Zhou , J. Shin , Lei Zhang +3 more

Intense interest in applying convolutional neural networks (CNNs) in biomedical image analysis is wide spread, but its success is impeded by the lack of large annotated datasets...

2017 412 citations

Publication Info

Year: 2019
Type: article
Volume: 27
Issue: 4
Pages: 1071-1092
Citations: 1083
Access: Closed

External Links

View on DOI.org

Social Impact

Altmetric

A Survey of Deep Learning and Its Applications: A New Paradigm to Machine Learning

PlumX Metrics

Social media, news, blog, policy document mentions

Citation Metrics

1083

OpenAlex

Cite This

APA Style

                            
                                
                                    Shaveta Dargan, 
                                
                                    Munish Kumar, 
                                
                                    Maruthi Rohit Ayyagari
                                
                                et al.
                            
                            (2019). 
                            A Survey of Deep Learning and Its Applications: A New Paradigm to Machine Learning. 
                            Archives of Computational Methods in Engineering
                            , 27
                            (4)
                            , 1071-1092.
                            https://doi.org/10.1007/s11831-019-09344-w
                        

Identifiers

DOI: 10.1007/s11831-019-09344-w