named entity recognition

A practical guide for full-stack developers and sysadmins to do lightweight Named Entity Recognition with Bash: why Bash’s ubiquity and tools (grep, awk, sed, regex) excel at preprocessing, example patterns and a script to extract capitalized entities, plus extensions via Stanford NER or Python, best practices (validate output, secure data, iterate), and resources for integrating NER into Linux pipelines.