Machine Learning Certification Roadmap: Skills, Career Growth, and Future Opportunities. Machine learning is no longer just a buzzword it’s a clear career path with steps you can follow. Whether you’re starting from scratch or transitioning from another tech role, this roadmap helps you become a confident machine learning professional. Read on to learn which skills to build, how certification helps, and where future opportunities lie. Skills roadmap: from basics to applied ML Start with foundations: linear algebra, probability, statistics, and Python programming. These basics make it easier to understand models. https://www.gsdcouncil.org/certified-machine-learning-professional