To introduce students to the core concepts of Big Data Analytics and the need for Hadoop in handling large-scale data. To familiarize students with the Hadoop ecosystem (HDFS, YARN, MapReduce, Hive) and its role in real-time data processing. To provide hands-on experience in Hadoop installation, file operations, and Hive queries for practical data handling. To bridge the gap between academic concepts and industry practices in Big Data and Data Engineering