The Computational Content Analyst : Using Machine Learning to Classify Media Messages (Hardcover)

Preface? 1. Unveiling Content Analysis in the Contemporary Media Ecosystem? 2. Designing a Computational Content Analysis: An Illustration from "Civic Engagement, Social Capital, and Ideological Extremity"? 3. Basic Information Retrieval for Content Analysis? 4. Supervised Machine Learning with BERT for Content Analysis? 5. Text Classification of News Media Content Categories using Deep Learning? 6. Leveraging Generative AI for Content Analysis? 7. Unveiling the Veiled: Topic Modeling as a Lens for Discovery? 8. Extending Deep Learning to Image Content Analysis? Appendix A: Codebook and Conceptual Definitions? Appendix B: Deletion Themes