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Databricks-Certified-Professional-Data-Scientist Exam Topics

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

Exam Name: Databricks Certified Professional Data Scientist Exam
Exam Code: Databricks-Certified-Professional-Data-Scientist
Certifications: Databricks Data Scientist Professional Certification
See Expected Questions: Databricks Databricks-Certified-Professional-Data-Scientist Expected Questions in Actual Exam

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

Section 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
Official Information https://credentials.databricks.com/group/227970

Updates in the Databricks-Certified-Professional-Data-Scientist Exam Topics:

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