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

TopicDetails
Topic 1
  • A complete understanding of the basics of machine learning
  • in-sample vs. out-of sample data
Topic 2
  • Applied statistics concepts
  • bias-variance tradeoff
Topic 3
  • A complete understanding of the basics of machine learning model management
  • Linear, logistic, and regularized regression
Topic 4
  • A intermediate understanding of the steps in the machine learning lifecycle
  • Model training, selection, and production
Topic 5
  • A complete understanding of basic machine learning algorithms and techniques
  • Unsupervised techniniques like K-means and PCA

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

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