Text Analytics Overview

Transcript

1. Study Program Statistics and Data Science Departement of Statistics Text Analytics Overview Gerry Alfa Dito
2. NLP vs Text Analytics • Text Analytics (Mining/Analysis) adalah tentang mengolah kumpulan teks yang berskala besar untuk menghasilkan (generate) insight baru dan relevan. • Natural Language Processing mengkaji bagaimana komputer (machines) dapat "membaca", "memahami", dan meniru ucapan manusia.
3. NLP vs Text Analytics (Miner et al. 2012)
4. Text Analytics Areas (Miner et al. 2012)
5. General Text Analytics Workflow (Vajjala et al. 2020)
6. Classical Learning-Based Text Analytics (Vajjala et al. 2020)
7. Deep Learning-Based Text Analytics (Vajjala et al. 2020)
8. Referensi • Vajjala S, Majumder B, Gupta A, Surana H. 2020. Practical Natural Language Processing: A Comprehensive Guide to Building Real-World NLP Systems. O’Reilly Media. • Miner G, Elder J, Fast A, Hill T, Nisbet R, Delen D. 2012. Practical Text Mining and Statistical Analysis for Non-structured Text Data Applications. Elsevier Science. (ITPro collection). • taudata Analytics: NLPTM-01: Pendahuluan Natural Language Processing dan Text Preprocessing • A Guide: Text Analysis, Text Analytics & Text Mining | by Michelle Chen | Towards Data Science