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Abstract: The importance of a book summary is that it gives readers a first impression of the novel. The classification of a book's genre is dependent on its summary, and it is critical in modern systems. Given that comprehensive digitization of books is a prohibitively expensive undertaking. At the same time, 4it is a difficult task because there are many different book genres, and the summary will vary depending on the theme, textual information, and other factors. Even for books in the same genre, the summary may vary depending on many external factors such as country, culture, target reader populations, and so on .In today's generation, text classification is quite crucial. Because the number of digital users is growing every day, its demand is growing as well. As a result, machine learning algorithms are employed to classify specific text input, resulting in more accurate predictions. The genre of a book can be predicted by generating a data set with correct organization and data. The book title and summary will be included in the datasets. The major goal was to use 15machine learning techniques to classify a book by its genre.