“Knowledge isn’t free; you have to pay attention.” Welcome to the ultimate Machine Learning roadmap designed for beginners who are serious about mastering the field. The usual lists of certifications and courses are not the same as this guide. Rather, it provides a practical, experience-based roadmap that gets you ready for the obstacles you’ll encounter