For this review article, we have scraped various signals (e.g. online reviews&#x2F;ratings, covered topics, authors authenticity in the field, price, etc.) from web for 100&#x27;s Machine Learning &amp; Data Mining books. We have used those signals to compute a Quality Score for ranking books and publishing the list of top ML&#x2F;DM&#x2F;NLP books.