Certified Data Science Practitioner (CDSP) (DSP-210)

What you cover

7 modules

1. 01Defining the Need to Be Addressed Through Data Science
   • Identify the project scope, specifications, deliverables and limitations
   • Classify a question into a known data science problem
   • Identify data sources and types
2. 02Extracting, Transforming, and Loading Data
   • Gather data sets
   • Clean data sets and identify sources of bias
   • Merge and load data sets
   • Apply problem-specific transformations
3. 03Performing Exploratory Data Analysis
   • Examine data: outliers, correlations, target features, missing values
   • Preprocess data
   • Carry out feature engineering
4. 04Building Models
   • Prepare data sets for modeling
   • Train models
   • Evaluate models
5. 05Testing Models
   • Test hypotheses
6. 06Operationalizing the Pipeline
   • Deploy pipelines
   • Implement confidentiality, integrity and access controls
7. 07Communicating Findings
   • Report findings
   • Demonstrate a model in a basic web application
   • Identify the features that drive outcomes