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Databricks Certified Professional Data Scientist Exam
Last Updated: Oct 3, 2024
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138 Questions and Answers for the Databricks Databricks-Certified-Professional-Data-Scientist exam
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Databricks Certified Professional Data Scientist Exam Syllabus
- A intermediate understanding of the steps in the machine learning lifecycle/ Model training, selection, and production A complete understanding of the basics of machine learning/ in-sample vs. out-of sample data
- Applied statistics concepts/ bias-variance tradeoff
- A complete understanding of basic machine learning algorithms and techniques/ Unsupervised techniniques like K-means and PCA
- A complete understanding of the basics of machine learning model management/ Linear, logistic, and regularized regression
- Tree-based models like decision trees, random forest and gradient boosted trees/ Categories of machine learning
- Specific algorithms like ALS for recommendation and isolation forests for outlier detection/ Logging and model organization with MLflow