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Databricks Certified Machine Learning Associate Prep

Professional Certification preparation with worked examples, written practice and independent learning assessments.

Professional Databricks Certified Machine Learning Associate Prep course covering: Databricks Machine Learning workspace and runtime; Exploratory data analysis and feature engineering; Feature Store and Unity Catalog features; Model development with Spark ML and scikit-learn; Hyperparameter tuning and AutoML; MLflow tracking, models and registry; Model deployment and batch inference; Exam strategy and full practice review. Aligned to the published exam guide for Databricks Certified Machine Learning Associate, with practical lessons, hands-on labs, exercises, quizzes and a final exam. Includes lessons, supplementary YouTube tutorials, practical exercises, quizzes and free/paid practice tests. Erudex is independent, not affiliated with the source institution or awarding body. Its 80% learning checks are not official grades or university credit. Content requires qualified subject review before use as a complete teaching programme.

32h Certificate available
InternationalProfessional CertificationIndependent preparation

Curriculum

One complete track with its own final exam and certificate.

Professional Databricks Certified Machine Learning Associate Prep course covering: Databricks Machine Learning workspace and runtime; Exploratory data analysis and feature engineering; Feature Store and Unity Catalog features; Model development with Spark ML and scikit-learn; Hyperparameter tuning and AutoML; MLflow tracking, models and registry; Model deployment and batch inference; Exam strategy and full practice review. Aligned to the published exam guide for Databricks Certified Machine Learning Associate, with practical lessons, hands-on labs, exercises, quizzes and a final exam.

Databricks Machine Learning workspace and runtime

  • Lesson 1: Databricks Machine Learning Workspace Architecture and Persona Navigation Lab60 min
  • Lesson 2: Databricks Runtime for Machine Learning (MLR) Lab60 min
  • Lesson 3: Compute Clusters and Cluster Policies for Machine Learning Workloads Lab60 min
  • Lesson 4: Collaborative ML Notebooks, Magic Commands, and Package Management Lab60 min

Careers this prepares you for

    How you study

    Every lesson pairs an in-depth video with written notes, key takeaways, a hands-on lab, exercises and a quiz. Work at your own pace, then sit the final examination for your Erudex certificate.