Complete Roadmap to Become a Machine Learning Engineer

This comprehensive roadmap guides you from foundational skills to advanced machine learning specializations with carefully curated resources for each topic. It covers programming essentials, mathematics fundamentals, core ML algorithms, deep learning, MLOps, deployment strategies, specialized fields, and career preparation. Each section includes links to courses, books, tutorials, and practical resources to help you master the skills needed to become a professional machine learning engineer.