Nora Webb Williams, Andreu Casas, John D. Wilkerson

Images as Data for Social Science Research (eBook, PDF)

An Introduction to Convolutional Neural Nets for Image Classification

• Format: PDF

Produktdetails

• Verlag: Cambridge University Press
• Erscheinungstermin: 13. August 2020
• Englisch
• ISBN-13: 9781108863131
• Artikelnr.: 70910744

Inhaltsangabe

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.