The Machine Learning objective of Crime Rate Prediction Using Linear Regression is to establish a statistical relationship between crime rates and various factors, such as socio-economic indicators. By modeling this relationship, predictions about future crime rates can be made, enabling law enforcement and policymakers to allocate resources more effectively and implement preventive measures in targeted areas.