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CSBDE - Certified Senior Big Data Engineer
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Unit 1: Introduction to Big Data Architecture and Design
Setting up the Course Environment
Big Data Concepts and Terminologies
Big Data Architectural Types
Unit 2: Analyzing Large-Scale Data with Apache Spark
Overview of Apache Spark
Spark SQL
DataFrames and Datasets
Hands-on Big Data Projects
Unit 3: Distributed Data Science and Engineering Using Spark
Principal Component Analysis
Linear Regression
Decision Tree Analysis
Distributed Data Engineering with Spark
Unit 4: Migrating Data Processing Workloads to Cloud
Cloud Computing Benefits and Challenges
Types of Cloud Platforms
Cloud Migration Strategies
Big Data migration case studies on AWS, Azure and Google Cloud
Unit 5: Big Data Implementation on AWS
Big Data on AWS
Amazon EMR
Amazon Redshift
Amazon Kinesis
Unit 6: Architecting Big Data Solutions with Google Cloud
Big Data on Google Cloud
Google Cloud Dataflow
Google Cloud Dataproc
Hands-on Projects
Unit 7: Designing and Implementing Big Data on Microsoft Azure
Big Data on Microsoft Azure
Azure Data Factory
HDInsight
Hands-on Projects
Unit 8: Data Warehouse Architecture and Design
Data Warehousing Fundamentals
Types of Data Warehouses
Design Principles
Dimensional Modeling Techniques
Unit 9: Implementing Data Lakes and Data Warehouses
Data Lake Concepts
Implementation Considerations
Real-Time Analytics
Data Warehousing on Cloud
Unit 10: Big Data Governance and Security
Big Data Privacy
Main Security Threats
Data Governance Solutions
Security Best Practices
Unit 11: Data Pipeline and Workflow Orchestration
Big Data Pipelines
Workflow Orchestration
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CSBDE - Certified Senior Big Data Engineer
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CSBDE - Certified Senior Big Data Engineer
Summary
CSBDE - Certified Senior Big Data Engineer
Skill Level
:
Beginner