Detailed Course Outline
Module 1
Understanding the Professional Data Engineer Certification
Topics Covered:
- Position the Professional Data Engineer certification among the offerings
- Distinguish between Associate and Professional
- Provide guidance between Professional Data Engineer and Associate Cloud Engineer
- Describe how the exam is administered and the exam rules
- Provide general advice about taking the exam
Module 2
Designing Data Processing Systems
Topics Covered:
- Designing data processing systems
- Designing flexible data representations
- Designing data pipelines
- Designing data processing infrastructure
Module 3
Building and Operationalizing Data Processing Systems
Topics Covered:
- Building and maintaining data structures and databases
- Building and maintaining flexible data representations
- Building and maintaining pipelines
- Building and maintaining processing infrastructure
Module 4
Analyzing and Modeling (Review and preparation tips)
Topics Covered:
- Analyze data and enable machine learning
- Analyzing data
- Machine learning
- Machine learning model deployment
- Model business processes for analysis and optimization
- Mapping business requirements to data representations
- Optimizing data representations, data infrastructure performance, and cost
Module 5
Security, Policy, and Reliability
Topics Covered:
- Design for security and compliance
- Performing quality control
- Ensuring reliability
- Visualize data and advocate policy
- Assessing, troubleshooting, and improving data representations and data processing infrastructure
- Recovering data
- Building (or selecting) data visualization and reporting tools
- Advocating policies and publishing data and reports
- Designing secure data infrastructure and processes
- Designing for legal compliance
Module 6
Resources and Next Steps
Topics Covered:
- Resources for learning more about designing data processing systems, data structures, and databases
- Resources for learning more about data analysis, machine learning, business process analysis, and optimization
- Resources for learning more about data visualization and policy
- Resources for learning more about reliability design
- Resources for learning more about business process analysis and optimization
- Resources for learning more about reliability, policies, security, and compliance
Module 7
Resources and Next Steps
- Sample exam questions