The document summarizes a presentation about using Cloud Natural Language API as a preprocessor for machine learning. It describes a sentiment analysis game where participants submit positive sentences about either Google Cloud Platform or AWS. The architecture of the demo uses the Cloud NL API to classify sentences by category and vectorize sentences for analysis in a web app, Firebase database, and BigQuery. The presentation encourages using the API for its ease of extracting words from sentences without a dictionary or special language knowledge.