{"product_id":"images-as-data-for-social-nora-webb-williams-9781108816854","title":"Images as Data for Social Science Research: An Introduction to Convolutional Neural Nets for Image Classification","description":"Images play a crucial role in shaping and reflecting political life. Digitization has vastly increased the presence of such images in daily life, creating valuable new research opportunities for social scientists. We show how recent innovations in computer vision methods can substantially lower the costs of using images as data. We introduce readers to the deep learning algorithms commonly used for object recognition, facial recognition, and visual sentiment analysis. We then provide guidance and specific instructions for scholars interested in using these methods in their own research.\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Nora Webb Williams, Andreu Casas, John D. Wilkerson\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1108816851\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781108816854\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Cambridge University Press\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 08\/13\/2020\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 75\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.28lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.00h x 6.00w x 0.18d","brand":"Nora Webb Williams","offers":[{"title":"Paperback","offer_id":43943339262207,"sku":"9781108816854","price":22.0,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/products\/img_b4db4185-9b43-419f-a57a-d56f1dfe35f8.jpg?v=1681497560","url":"https:\/\/www.whiterainbookhouse.com\/products\/images-as-data-for-social-nora-webb-williams-9781108816854","provider":"WR Book House","version":"1.0","type":"link"}