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Google Data Engineer
OBJECTIVEs:
- The Google Data Engineer course aims to provide a comprehensive understanding of Google Cloud Platform (GCP) and its data engineering services, including its architecture and global infrastructure.
- Participants will learn to design and build scalable data processing systems, utilizing tools such as Dataflow and Dataproc, and implementing best practices for ETL processes.
- The course covers the creation and management of data pipelines using Cloud Composer and Cloud Dataflow, emphasizing workflow orchestration, scheduling, and data quality.
Course features:
- Practical hands on
- Lab sessions
- Training by experienced faculty
PRE-REQUISITES:
- Familiarity with cloud computing concepts such as IaaS, PaaS, and SaaS.
- Practical experience using GCP services or other cloud platforms is beneficial.
- Knowledge of GCP's core services, including Compute Engine, Cloud Storage, and Cloud Networking.
- Basic knowledge of data processing, ETL processes, and data storage solutions
- Understanding of data ingestion, transformation, and pipeline management.
Learning Path
- Overview of GCP and its data engineering services
- Understanding GCP architecture and global infrastructure
- Designing and building scalable data processing systems
- Data ingestion and transformation with tools like Dataflow and Dataproc
- ETL (Extract, Transform, Load) processes and best practices
- Creating and managing data pipelines using Cloud Composer and Cloud Dataflow
- Workflow orchestration and scheduling
- Data quality and validation
- Using BigQuery for data analysis and querying
- Implementing data storage solutions with Cloud Storage, Bigtable, and Spanner
- Optimizing performance and managing data partitions
- Integrating machine learning with GCP tools like AI Platform and AutoML
- Understanding data requirements for machine learning models
- Implementing and deploying machine learning models
- Implementing data security best practices
- Managing data access and encryption
- Ensuring compliance with regulatory requirements
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