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Introduction to Data Engineering on Azure

Data engineering is a critical discipline in the modern data-driven world, enabling organizations to collect, process, and analyze vast amounts of data efficiently. Microsoft Azure provides a robust and scalable cloud platform for data engineering, offering a suite of tools and services designed to handle data ingestion, transformation, storage, and analytics.

Eazzy Learn’s Data Engineering on Microsoft Azure course is designed to equip professionals with the skills needed to design and implement data solutions using Azure services. Whether you are a beginner or an experienced data professional, this course will help you master the key concepts and tools required to build efficient data pipelines and architectures in the cloud.

Why Choose Azure for Data Engineering?

Microsoft Azure is one of the leading cloud platforms for data engineering due to its:

  • Scalability: Azure services can handle massive datasets and scale dynamically based on demand.
  • Integration: Seamless integration with other Microsoft tools like Power BI, SQL Server, and Azure Synapse Analytics.
  • Security: Enterprise-grade security features, including encryption, identity management, and compliance certifications.
  • Cost-Effectiveness: Pay-as-you-go pricing models and serverless options reduce infrastructure costs.

Key Azure Services for Data Engineering

Azure Data Factory

Azure Data Factory (ADF) is a cloud-based ETL (Extract, Transform, Load) service that allows data engineers to create, schedule, and orchestrate data pipelines. Key features include:

  • Data movement across on-premises and cloud sources.
  • Data transformation using mapping data flows or integration with Azure Databricks.
  • Monitoring and management via Azure Monitor and dashboards.

Azure Databricks

Azure Databricks is an Apache Spark-based analytics platform optimized for big data processing and machine learning. Benefits include:

  • Collaborative notebooks for data exploration and transformation.
  • Delta Lake for reliable data lakes with ACID transactions.
  • Integration with MLflow for machine learning lifecycle management.

Azure Synapse Analytics

Course Curriculum

The AWS Certified Machine Learning – Specialty certification validates expertise in designing, implementing, and optimizing machine learning (ML) solutions on AWS. This course prepares professionals for the exam by covering data engineering, ML model development, deployment, and operational best practices using AWS AI/ML services.

Module 1: Data Engineering for Machine Learning
  • Data Collection & Storage
    • • AWS data sources (S3, Kinesis, RDS, DynamoDB)
    • • Data ingestion pipelines (Glue, Athena, Lake Formation)
  • Data Preprocessing & Feature Engineering
    • • Handling missing data, normalization, encoding
    • • AWS Glue ETL, AWS Data Wrangler
    • • Feature selection & transformation
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