Machine Learning for Absolute Beginners

Learning Path: Machine Learning Engineer

ML Engineers build, train, and deploy machine learning models into production systems. They sit at the intersection of software engineering and data science — making AI work reliably at scale.

Learning Path: Data Scientist (AI-Focused)

AI-focused Data Scientists extract insights from data and build predictive models to solve business problems. They combine statistics, ML, and domain expertise to turn raw data into decisions that drive organisations forward.

Learning Path: MLOps / AI Infrastructure Engineer

MLOps Engineers bridge the gap between data scientists who build models and the production systems where those models run. They design and maintain the infrastructure, pipelines, and processes that allow models to be trained, evaluated, versioned, deployed, monitored, and retrained reliably.