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Certified Data Science Practitioner - CDSP

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Exam Subjects

Topics

157

Scoped Questions

3,990

Domain Weight Gap

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Certified Data Science Practitioner - CDSP 157 topics
- Defining the need to be addressed through the application of data science 8% 3 subtopics
  - Identify the project scope 4 subtopics
  - Understand challenges 5 subtopics
  - Classify a question into a known data science problem 10 subtopics
- Extracting, Transforming, and Loading Data 21% 4 subtopics
  - Gather data sets 13 subtopics
  - Clean data sets 16 subtopics
  - Merge and load data sets 8 subtopics
  - Apply problem-specific transformations to data sets 3 subtopics
- Performing exploratory data analysis 31% 3 subtopics
  - Examine data 6 subtopics
  - Preprocess data 3 subtopics
  - Carry out feature engineering 8 subtopics
- Building models 23% 3 subtopics
  - Prepare data sets for modeling 2 subtopics
  - Train models 8 subtopics
  - Evaluate models 6 subtopics
- Testing models 5% 1 subtopics
  - Test hypotheses 7 subtopics
- Operationalizing the pipeline 7% 1 subtopics
  - Deploy pipelines 12 subtopics
- Communicating findings 5% 2 subtopics
  - Report findings 15 subtopics
  - Democratize data 7 subtopics

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3,990 questions in this outline

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Domain mix

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Defining the need to be addressed through the application of data science 8%

Extracting, Transforming, and Loading Data 21%

Performing exploratory data analysis 31%

Building models 23%

Testing models 5%

Operationalizing the pipeline 7%

Communicating findings 5%

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