Get in Touch

Course Outline

BigQuery Fundamentals

  • Architectural components and core capabilities
  • Pricing frameworks and cost structures
  • Principles of storage management and query processing

Query Optimization and Cost Management

  • Techniques for query refinement
  • Implementation of partitioned and clustered table schemas
  • Methods for monitoring and evaluating query performance
  • Practical exercise: enhancing cost efficiency through query optimization

Data Ingestion and Transformation Processes

  • Importing data from external repositories
  • Leveraging Dataflow and Dataprep for Extract, Transform, Load (ETL) operations
  • Utilization of materialized views and automated query scheduling
  • Practical exercise: constructing a reporting data pipeline

Introduction to BigQuery ML for Government Applications

  • Role of machine learning within the BigQuery environment
  • Supported algorithm categories, including linear and logistic regression and clustering
  • SQL-based syntax for defining machine learning models
  • Practical exercise: model creation and training procedures

Development of Predictive Models Using BigQuery ML

  • Procedures for model training and performance evaluation
  • Application of ML.EVALUATE and ML.PREDICT functions
  • Integration of predictive outputs into analytical reports
  • Practical exercise: executing a predictive analytics workflow

Enterprise Analytics Best Practices for Public Sector

  • Governance frameworks and access control protocols
  • Scalable management of large-scale datasets
  • Strategies for fiscal responsibility and cost containment
  • Review of successful deployment case studies

Program Conclusion and Future Directions

Requirements

  • Foundational proficiency in SQL
  • Understanding of core data management principles
  • Practical application with reporting and analytical platforms

Target Audience

  • Data analysts
  • Business Intelligence (BI) developers
  • Data engineers
 14 Hours

Number of participants


Price per participant

Testimonials (2)

Upcoming Courses

Related Categories