The video explains the Bag of Words model in Natural Language Processing, detailing how to convert text data into numerical vectors for sentiment analysis. It covers preprocessing steps like lowering case, stemming, and removing stop words, and illustrates how to create histograms for word frequency, highlighting the advantages and disadvantages of Bag of Words compared to other methods.