In machine learning, algorithms are designed to learn patterns and make predictions from data. There’s a hidden operation that plays a crucial role in training the machine learning models - Feature Engineering. In this blog, we will delve into the importance of feature engineering, its role in enhancing model performance, and develop a recommendation system for blog posts, recommending a random number of blog posts based on their interaction metrics.