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Course Outline
Introduction to BigQuery
- BigQuery architecture and features
- Cost model and pricing structure
- Overview of query execution and storage
Optimizing Queries and Reducing Costs
- Query tuning techniques
- Partitioned and clustered tables
- Monitoring and analyzing query performance
- Hands-on lab: optimizing queries for cost efficiency
Data Ingestion and Transformation
- Loading data from external sources
- Using Dataflow and Dataprep for ETL
- Materialized views and scheduled queries
- Hands-on lab: building a reporting pipeline
Introduction to BigQuery ML
- Overview of machine learning in BigQuery
- Supported model types (linear regression, logistic regression, clustering, etc.)
- SQL syntax for ML models
- Hands-on lab: creating and training a model
Building Predictive Models with BigQuery ML
- Training and evaluating models
- Using ML.EVALUATE and ML.PREDICT
- Integrating predictions into reports
- Hands-on lab: predictive analytics workflow
Best Practices for Enterprise Analytics
- Governance and access control
- Managing large datasets at scale
- Cost control strategies
- Case studies of successful implementations
Summary and Next Steps
Requirements
- Basic knowledge of SQL
- Familiarity with data management concepts
- Experience with reporting or analytics tools
Audience
- Data analysts
- BI developers
- Data engineers
14 Hours
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
- Flexible Schedule: Dates and times adapted to your team's agenda.
- Format: Online (live), In-company (at your offices), or Hybrid.
Price per private group, online live training, starting from 3200 € + VAT*
Contact us for an exact quote and to hear our latest promotions
Testimonials (3)
The scheduling of every topic and the breaks inserted it helps in digesting the information specially to the newbie to the topic
Jerico Torres - Globe Telecom
Course - Google BigQuery
It was a really good training course, well prepared and explained by the trainer with great hands on experience on GCP.
Mircea
Course - Google Cloud Platform Basics and Management
Responses with solutions and practical use.
