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

Topic	Details
Topic 1	Applied statistics concepts bias-variance tradeoff
Topic 2	A intermediate understanding of the steps in the machine learning lifecycle Model training, selection, and production
Topic 3	A complete understanding of basic machine learning algorithms and techniques Unsupervised techniniques like K-means and PCA
Topic 4	Tree-based models like decision trees, random forest and gradient boosted trees Categories of machine learning
Topic 5	Specific algorithms like ALS for recommendation and isolation forests for outlier detection Logging and model organization with MLflow

Reference: https://credentials.databricks.com/group/227970

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