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POLICY UPDATE: Senior leaders from the world’s leading research..
Big Data Hadoop Certification Course
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Course Content
Introduction to Big Data and Hadoop
What is Big Data?
The Need for Big Data Technologies in Modern Data Management
Introduction to Hadoop and its Ecosystem
Key Hadoop Components
Hadoop Use Cases Across Various Industries
Setting Up the Hadoop Environment
Hadoop Distributed File System (HDFS)
Overview of HDFS Architecture
Data Storage, Replication, and Fault Tolerance
Basic HDFS Commands
Understanding Block Size, Data Replication, and Data Locality
Configuring HDFS for Performance
MapReduce Programming Model
Introduction to the MapReduce Programming Model
Writing a Basic MapReduce Program
Job Execution Process in Hadoop
MapReduce Configuration and Optimization
YARN (Yet Another Resource Negotiator)
Overview of YARN and its Components
YARN Architecture
Running MapReduce Jobs with YARN
Configuring YARN for Cluster Resource Management
YARN vs. Traditional MapReduce Architecture
Monitoring and Managing Resources in YARN
Apache Hive
Introduction to Apache Hive
Creating and Managing Tables and Databases in Hive
Performance Optimization in Hive
Integrating Hive with HDFS and External Data Sources
Apache Pig
Introduction to Apache Pig and Pig Latin
Data Processing in Pig
Optimizing Pig Scripts for Performance
Integrating Pig with HDFS and Other Data Sources
HBase – Hadoop Database
Introduction to HBase
Basic HBase Operations
Integrating HBase with HDFS for Distributed Storage
HBase Performance Optimization and Design Considerations
Apache Spark
Introduction to Apache Spark
Spark Architecture and Core Components
Writing Spark Applications
Spark SQL for Querying Big Data in Real-Time
Integrating Spark with HDFS, Hive, and HBase
Performance Tuning and Optimization in Spark
Data Processing and Workflow Automation with Apache Flume and Sqoop
Introduction to Apache Flume
Data Ingestion with Apache Flume
Introduction to Apache Sqoop
Best Practices for Using Flume and Sqoop in Big Data Workflows
Data Security, Governance, and Monitoring
Hadoop Security Concepts
Data Governance and Compliance
Hadoop Monitoring Tools and Best Practices
Managing Hadoop Clusters
Cloud-based Hadoop and Big Data Analytics
Overview of Cloud-Based Hadoop Solutions
Setting Up Hadoop on Cloud Platforms
Big Data Analytics in the Cloud Using Hadoop, Spark, and Hive
Integrating Cloud Storage with Hadoop
Scalability and Cost Management in Cloud-Based Big Data Environments
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