Images as Data for Social Science Research
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Images as Data for Social Science Research
An Introduction to Convolutional Neural Nets for Image Classification
Webb Williams, Nora; Wilkerson, John D.; Casas, Andreu
Cambridge University Press
08/2020
75
Mole
Inglês
9781108816854
15 a 20 dias
129
Descrição não disponível.
1. Introduction; 2. Prerequisites for computer vision methods and tutorials; 3. Introduction to CNNs for social scientists; 4. Overview of fine-tuning a CNN classifier for images; 5. Political science working example: images related to a Black Lives Matter protest; 6. The promise and limits of autotaggers; 7. Application: fine-tuning an open source CNN; 8. Legal and ethical concerns in using images as data; 9. Conclusion; 10. References.
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political methodology; images as data; machine learning; convolutional neural nets
1. Introduction; 2. Prerequisites for computer vision methods and tutorials; 3. Introduction to CNNs for social scientists; 4. Overview of fine-tuning a CNN classifier for images; 5. Political science working example: images related to a Black Lives Matter protest; 6. The promise and limits of autotaggers; 7. Application: fine-tuning an open source CNN; 8. Legal and ethical concerns in using images as data; 9. Conclusion; 10. References.
Este título pertence ao(s) assunto(s) indicados(s). Para ver outros títulos clique no assunto desejado.
