Proper data preparation is crucial for the success of machine learning projects. It involves cleaning, transforming, and splitting data into training and testing sets, ensuring that machine learning models have the highest quality and most relevant information for learning. For those in Delhi looking to specialize in machine learning, enrolling in a data analyst course or data analytics training in Delhi can provide valuable insights into various best practices for preparing data for model training and evaluation.