WHITE P APER sentiment recall precision part of speech machine learning data ratio NLP syntax tuning themes named entity extraction accuracy training AI Lexalytics, Inc., 48 North Pleasant St. Unit 301, Amherst MA 01002 USA | 1-800-377-8036 | www.lexalytics.com Machine Learning for Natural Language Processing and Text AnalyticsWHITE P APER T ABLE OF CONTENT S 2 | | Lexalytics, Inc., 48 North Pleasant St. Unit 301, Amherst MA 01002 USA | 1-800-377-8036 | www.lexalytics.com Introduction Machine learning is everywhere, from helping us make better toast to researching drug discovery and designs. Sometimes the term is used interchangeably with artificial intelligence (AI), but they’re not the same thing. While all AI involves machine learning, not all machine learning is A

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