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Databricks Databricks-Certified-Professional-Data-Scientist Exam Syllabus Topics:

Topic	Details
Topic 1	A complete understanding of the basics of machine learning model management Linear, logistic, and regularized regression
Topic 2	Applied statistics concepts bias-variance tradeoff
Topic 3	A intermediate understanding of the steps in the machine learning lifecycle Model training, selection, and production
Topic 4	Tree-based models like decision trees, random forest and gradient boosted trees Categories of machine learning
Topic 5	A complete understanding of the basics of machine learning in-sample vs. out-of sample data