data preparation , Predictive Modelling, Machine Learning, Sql, Data Science, Python, Statistical Analysis, scalable data pipelines, model performance optimisation, cloud-based environments, machine learning libraries, feature generation workflows, dimensionality reduction, Notebooks, feature extraction, modern data-processing frameworks, feature engineering, feature selection