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

Topic	Details
Topic 1	A intermediate understanding of the steps in the machine learning lifecycle Model training, selection, and production
Topic 2	A complete understanding of basic machine learning algorithms and techniques Unsupervised techniniques like K-means and PCA
Topic 3	Applied statistics concepts bias-variance tradeoff
Topic 4	Specific algorithms like ALS for recommendation and isolation forests for outlier detection Logging and model organization with MLflow
Topic 5	Tree-based models like decision trees, random forest and gradient boosted trees Categories of machine learning
Topic 6	A complete understanding of the basics of machine learning model management Linear, logistic, and regularized regression

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

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