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Page 1: Big Data Curriculum - upxacademy.comupxacademy.com/wp-content/uploads/2017/06/Big-Data-Curriculum.pdf · BIG DATA CURRICULUM FOUNDATION ... Module 15: Introduction to Apache Spark

BIG DATA CURRICULUM

FOUNDATION

Module 5: Hadoop Architecture & Ecosystem

Module 6: Hadoop Distributed File System(HDFS)

Module 1: Introduction to Big Data

Module 2: Python Essentials - I

Module 3: Python Essentials - II

Module 4: Introduction to Hadoop

Module 7: Introduction to Map Reduce

Module 8: MapReduce Programming with Python

Module 9: Apache Pig

Module 10: Apache Pig Hands - on

Module 11: Apache Hive

Module 12: Apache Hive Hands - on

Week 1

Week 2

Week 3

Week 4

Week 5

Week 6

Duration : 6 Weeks

SPECIALIZATION

Module 17: Spark Programming

Module 18: Spark SQL

Module 13: Programming with Scala-I

Module 14: Programming with Scala-II

Module 15: Introduction to Apache Spark architecture

Module 16: RDD, transformations and actions

Module 19: Spark Streaming - I

Module 20: Spark Streaming - II

Module 21: Machine Learning with Spark MLlib

Module 22: Live Practice session

Week 7

Week 8

Week 9

Week 10

Week 11

Duration : 11 Weeks

6 MONTHCERTIFICATEPROGRAMME

FOUNDATION+SPECIALIZATION+SUPER SPECIALIZATION+BIG DATA INTEGRATION & PROCESSING+MACHINE LEARNING WITH SPARK

Duration : 6 MONTHS

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Page 2: Big Data Curriculum - upxacademy.comupxacademy.com/wp-content/uploads/2017/06/Big-Data-Curriculum.pdf · BIG DATA CURRICULUM FOUNDATION ... Module 15: Introduction to Apache Spark

SUPER SPECIALIZATION

Module 27: SQOOP

Module 28: FLUME

Module 23: Introduction to NoSQL

Module 24: Introduction to MongoDB

Module 25: Deep Dive into MongoDB

Module 26: HBase

Week 12

Week 13

Week 14

Duration : 14 Weeks

BIG DATA INTEGRATION &PROCESSING

Module 33: Apache Kafka

Module 34: Integration of Kafka with Spark

Module 29: Data lakes

Module 30: Processing big data

Module 31: Integration of Hadoop with MongoDB

Module 32: Integration of Spark with MongoDB

Module 35: Splunk and Big data management

Module 36: Big data processing using Splunk

Module 37: Big data processing pipelines

Module 38: Live Practice session

Week 15

Week 16

Week 17

Week 18

Week 19

Duration : 19 Weeks

MACHINE LEARNINGWITH SPARK

Module 43: Classi�cation

Module 44: Linear regression, Logistic regression

Module 39: Introduction to Machine learning

Module 40: Statistics

Module 41: Overview of Machine Learning algorithms

Module 42: Spark MLlib datatypes

Module 45: Spark MLlib Decision tree

Module 46: Spark MLlib KNN classi�cation

Module 47: Spark Clustering

Module 48: Recommendation system

Week 20

Week 21

Week 22

Week 23

Week 24

Module 49: Recommendation system Hands - on

Module 50: Live Practice Session

Week 25

Duration : 25 Weeks

BIG DATA CURRICULUM

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