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.