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This course will show you how to manage big data including loading, extracting, cleaning, and validating data. At the end of the training, you can easily create machine learning and statistical models as well as visualizing query results. This program is a bit lengthy but you have to practice well to get the knowledge needed on the actual exam. These are the following modules covered in the course:

• Production ML Pipelines and use of Kubeflow
• Building a Data Warehouse
• Introduction to Data Engineering
• Introduction to Building Batch Data Pipelines
• Bigtable Streaming Features and High-Throughput BigQuery
• Custom Model building Using SQL in BigQuery ML
• Serverless Messaging Using Cloud Sub/Pub
• Serverless Data Processing with Cloud Dataflow
• Prebuilt ML Models APIs for Unsaturated Data
• Handling Data Pipelines with Cloud Composer and Cloud Data Fusion
• Creating a Data Lake
• Introduction to Processing Streaming Data
• Performing Spark on Cloud Dataproc
• Cloud Dataflow Streaming Features
• Custom Model building Utilizing Cloud AutoML
• Advanced BigQuery Performance and Functionality
• Big Data Analytics with Cloud Al Platform Notebook

These modules involve everything the candidate requires for passing the Professional Data Engineer certification exam. Thus, you will not miss anything if you are taking this learning program keenly and apply the required knowledge in an appropriate way. You would end up getting a good score and achieving the Google Professional Data Engineer certification.

Build & Operationalize Data Processing Systems

• Build & Operationalize Pipeline: This module requires that the learners demonstrate competence in data cleansing, transformation, batch & streaming, data import & acquisition, as well as integration with the new data sources;
• Build & Operationalize Processing Infrastructure: The considerations for this subject area include provisioning resources, adjusting pipeline, monitoring pipeline, and testing & quality control.
• Build & Operationalize Storage Systems: This part will require the students’ skills and competence in the effective usage of managed services, including Cloud Spanner, CLoug Bigtable, BigQuery, Cloud SQL, Cloud Memorystore, Cloud Datastore, and Cloud Storage. It also covers their skills in managing the data lifecycle and storage performance and costs;

Reference: https://cloud.google.com/certification/data-engineer

The benefit of obtaining the Google Professional Data Engineer Exam Certification

A Professional Data Engineer enables data-driven decision making by collecting, transforming, and publishing data. A data engineer should be able to design, build, operationalize, secure, and monitor data processing systems with a particular emphasis on security and compliance; scalability and efficiency; reliability and fidelity; and flexibility and portability. A data engineer should also be able to leverage, deploy, and continuously train pre-existing machine learning models.

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