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The document outlines a roadmap for aspiring ML engineers, emphasizing the importance of programming skills, mathematical understanding, and foundational knowledge in machine learning. It suggests practicing through projects and exploring relevant libraries, as well as staying current with advancements in the field. Continuous learning is encouraged to progress in this career path.








