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The Databricks Machine Learning Associate certification validates your ability to use Databricks to build, train, and deploy machine learning models efficiently. It focuses on practical skills such as feature engineering, model training, hyperparameter tuning, and experiment tracking using MLflow. Candidates also learn to manage data with Delta Lake and apply collaborative workflows in Databricks notebooks. This exam is ideal for data analysts, data scientists, and machine learning engineers who want to demonstrate their expertise in leveraging Databricks for end-to-end ML pipelines. Earning this certification highlights your ability to create scalable, production-ready machine learning solutions on the Databricks platform.