Individual skill
topic-modeling-text-mining
Apply LDA, NMF, and other computational methods to discover patterns in large text corpora with appropriate parameter tuning
library/specializations/domains/social-sciences-humanities/humanities/skills/topic-modeling-text-mining/SKILL.md
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# Topic Modeling and Text Mining
Apply LDA, NMF, and other computational methods to discover patterns in large text corpora with appropriate parameter tuning.
## Overview
This skill enables computational analysis of large text collections. It encompasses topic modeling, text mining techniques, and pattern discovery to reveal structures and themes in textual data for humanistic inquiry.
## Capabilities
### Topic Modeling
- LDA implementation
- NMF analysis
- Structural topic models