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Databricks Updated Databricks-Certified-Professional-Data-Scientist Exam Blueprint, Syllabus and Topics

Databricks Certified Professional Data Scientist Exam

Last Update May 2, 2024
Total Questions : 138

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Databricks Databricks-Certified-Professional-Data-Scientist Exam Overview :

Exam Name Databricks Certified Professional Data Scientist Exam
Exam Code Databricks-Certified-Professional-Data-Scientist
Official Information https://academy.databricks.com/exam/databricks-certified-professional-data-scientist
See Expected Questions Databricks Databricks-Certified-Professional-Data-Scientist Expected Questions in Actual Exam
Take Self-Assessment Use Databricks Databricks-Certified-Professional-Data-Scientist Practice Test to Assess your preparation - Save Time and Reduce Chances of Failure

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

Section Weight Objectives
A complete understanding of the basics of machine learning  
  • bias-variance tradeoff
  • in-sample vs. out-of sample data
  • categories of machine learning
  • applied statistics concepts
A intermediate understanding of the steps in the machine learning lifecycle  
  • data preparation
  • feature engineering
  • model training, selection, and production
  • interpreting models
A complete understanding of basic machine learning algorithms and techniques  
  • linear, logistic, and regularized regression
  • tree-based models like decision trees, random forest and gradient boosted trees
  • unsupervised techniniques like K-means and PCA
  • specific algorithms like ALS for recommendation and isolation forests for outlier detection
A complete understanding of the basics of machine learning model management  
  • logging and model organization with MLflow

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