This document provides a ramp-up guide for machine learning on AWS, outlining recommended phases, learning resources, and durations for each phase. Phase 1 focuses on fundamentals of AWS cloud and machine learning. Phase 2 covers AWS machine learning concepts and best practices. Phase 3 prepares for the AWS Certified Machine Learning certification exam. Phase 4 explores additional ongoing learning resources. The guide lists free digital courses, classroom training, videos, whitepapers and other materials for each phase to build cloud skills.