This article explores the design and application of machine learning techniques to enhance traditional approaches for solving NP-hard optimization problems. Specifically. it focuses on the Last-Mile Routing Research Challenge (LMRRC). supported by Amazon and MIT. https://halohealthcarers.shop/product-category/back-support/