In today's dynamic digital landscape, IT operations face increasing pressures to streamline processes, enhance efficiency, and deliver here superior service. Machine Learning (ML) is rapidly emerging as a transformative force, poised to revolutionize IT operations by automating complex tasks, providing actionable insights, and fostering unprecedent