This chapter explores the integration of machine learning (ML) with imaging and molecular data to advance bioinformatics. It covers base-level ML concepts, fused methods, and advanced AI techniques including deep learning. Applications in diagnostics, prognostics, and drug discovery are discussed, along with practical implementations and case studies. Challenges and future research directions are addressed, emphasizing the potential of ML to enhance understanding of complex biological systems and support translational medicine.