get app

    Certification Course on Big Data Engineering with Hadoop and Spark

    BY
    CloudxLab

    Brochure Enquire
    Mode

    Online

    Duration

    3 Months

    Fees

    ₹ 1499 2998

    Quick Facts

    particular details
    Medium of instructions English
    Mode of learning Self study, Virtual Classroom
    Mode of Delivery Video and Text Based

    Course and certificate fees

    Fees information
    ₹ 1,499  ₹2,998
    certificate availability

    Yes

    certificate providing authority

    CloudxLab

    The syllabus

    Course 1: Big Data with Hadoop

    Introduction
    • Big Data Introduction
    • Distributed systems
    • Big Data Use Cases
    • Various Solutions
    • Overview of Hadoop Ecosystem
    • Spark Ecosystem Walkthrough
    • Quiz
    Foundation & Environment
    • Understanding the Cloudxlab
    • Cloudxlab Hands-on
    • Hadoop & Spark Hands-on
    • Quiz and Assessment
    • Basics of Linux - Quick Hands-on
    • Understanding Regular Expressions
    • Quiz and Assessment
    • Setting up VM (optional)
    Zookeeper
    • ZooKeeper - Race Condition
    • ZooKeeper - Deadlock
    • Hands-On
    • Quiz & Assessment
    • How does election happen - Paxos Algorithm?
    • Use cases
    • When not to use
    • Quiz & Assessment
    HDFS
    • Why HDFS or Why not existing file systems?
    • HDFS - NameNode & DataNodes
    • Quiz
    • Advance HDFS Concepts (HA, Federation)
    • Quiz
    • Hands-on with HDFS (Upload, Download, SetRep)
    • Quiz & Assessment
    • Data Locality (Rack Awareness)
    YARN
    • YARN - Why not existing tools?
    • YARN - Evolution from MapReduce 1.0
    • Resource Management: YARN Architecture
    • Advance Concepts - Speculative Execution
    • Quiz
    MapReduce Basics
    • MapReduce - Understanding Sorting
    • MapReduce - Overview & Quiz
    • Example 0 - Word Frequency Problem - Without MR
    • Example 1 - Only Mapper - Image Resizing
    • Example 2 - Word Frequency Problem
    • Example 3 - Temperature Problem
    • Example 4 - Multiple Reducer
    • Example 5 - Java MapReduce Walkthrough & Quiz
    Map Reduce Advanced
    • Writing MapReduce Code Using Java
    • Building MapReduce project using Apache Ant
    • Concept - Associative & Commutative
    • Quiz
    • Example 8 - Combiner
    • Example 9 - Hadoop Streaming
    • Example 10 - Adv. Problem Solving - Anagrams
    • Example 11 - Adv. Problem Solving - Same DNA
    • Example 12 - Adv. Problem Solving - Similar DNA
    • Example 12 - Joins - Voting
    • Limitations of MapReduce
    • Quiz
    Analyzing Data with Pig
    • Pig - Introduction
    • Pig - Modes
    • Getting Started
    • Example - NYSE Stock Exchange
    • Concept - Lazy Evaluation
    Processing Data with Hive
    • Hive - Introduction
    • Hive - Data Types
    • Getting Started
    • Loading Data in Hive (Tables)
    • Example: Movielens Data Processing
    • Advance Concepts: Views
    • Connecting Tableau and HiveServer 2
    • Connecting Microsoft Excel and HiveServer 2
    • Project: Sentiment Analysis of Twitter Data
    • Advanced - Partition Tables
    • Understanding HCatalog & Impala
    • Quiz
    NoSQL and HBase
    • NoSQL - Scaling Out / Up
    • NoSQL - ACID Properties and RDBMS Story
    • CAP Theorem
    • HBase Architecture - Region Servers etc
    • Hbase Data Model - Column Family Orientedness
    • Getting Started - Create table, Adding Data
    • Adv Example - Google Links Storage
    • Concept - Bloom Filter
    • Comparison of NOSQL Databases
    • Quiz
    Importing Data with Sqoop and Flume, Oozie
    • Sqoop - Introduction
    • Sqoop Import - MySQL to HDFS
    • Exporting to MySQL from HDFS
    • Concept - Unbounding Dataset Processing or Stream Processing
    • Flume Overview: Agents - Source, Sink, Channel
    • Example 1 - Data from Local network service into HDFS
    • Example 2 - Extracting Twitter Data
    • Quiz
    • Example 3 - Creating workflow with Oozie

    Course 2: Big Data with Spark

    Introduction
    • Apache Spark ecosystem walkthrough
    • Spark Introduction - Why Spark?
    • Quiz
    Scala Basics
    • Scala - Quick Introduction - Access Scala on CloudxLab
    • Scala - Quick Introduction - Variables and Methods
    • Getting Started: Interactive, Compilation, SBT
    • Types, Variables & Values
    • Functions
    • Collections
    • Classes
    • Parameters
    • More Features
    • Quiz and Assessment
    Spark Basics
    • Apache Spark ecosystem walkthrough
    • Spark Introduction - Why Spark?
    • Using the Spark Shell on CloudxLab
    • Example 1 - Performing Word Count
    • Understanding Spark Cluster Modes on YARN
    • RDDs (Resilient Distributed Datasets)
    • General RDD Operations: Transformations & Actions
    • RDD lineage
    • RDD Persistence Overview
    • Distributed Persistence
    Writing and Deploying Spark Applications
    • Creating the SparkContext
    • Building a Spark Application (Scala, Java, Python)
    • The Spark Application Web UI
    • Configuring Spark Properties
    • Running Spark on Cluster
    • RDD Partitions
    • Executing Parallel Operations
    • Stages and Tasks
    Common Patterns in Spark Data Processing
    • Common Spark Use Cases
    • Example 1 - Data Cleaning (Movielens)
    • Example 2 - Understanding Spark Streaming
    • Understanding Kafka
    • Example 3 - Spark Streaming from Kafka
    • Iterative Algorithms in Spark
    • Project: Real-time analytics of orders in an e-commerce company
    Data Formats and Management
    • InputFormat and InputSplit
    • JSON
    • XML
    • AVRO
    • How to store many small files - SequenceFile?
    • Parquet
    • Protocol Buffers
    • Comparing Compressions
    • Understanding Row Oriented and Column Oriented Formats - RCFile?
    DataFrames and Spark SQL
    • Spark SQL - Introduction
    • Spark SQL - Dataframe Introduction
    • Transforming and Querying DataFrames
    • Saving DataFrames
    • DataFrames and RDDs
    • Comparing Spark SQL, Impala, and Hive-on-Spark
    Machine Learning with Spark
    • Machine Learning Introduction
    • Applications Of Machine Learning
    • MlLib Example: k-means
    • SparkR Example

    Projects

    Sentiment analysis
    • Sentiment analysis of "Iron Man 3" movie using Hive and visualizing the sentiment data using BI tools such as Tableau
    Process the NSE
    • Process the NSE (National Stock Exchange) data using Hive for various insights
    MovieLens Project
    • Analyze MovieLens data using Hive
    Spark MLlib
    • Generate movie recommendations using Spark MLlib
    Churn the logs
    • Churn the logs of NASA Kennedy Space Center WWW server using Spark to find out useful business and devops metrics
    Spark application
    • Write end-to-end Spark application starting from writing code on your local machine to deploying to the cluster
    Analytics Dashboard
    • Real-time analytics dashboard for an e-commerce company using Apache Spark, Kafka, Spark Streaming, Node.js, Socket.IO and Highcharts

    Instructors

    Mr Sandeep Giri

    Mr Sandeep Giri
    Founder
    CloudxLab

    Mr Abhinav Singh

    Mr Abhinav Singh
    Co-Founder
    CloudxLab

    Trending Courses

    Digital Marketing Courses Fashion Design Courses Data Science Courses Interior Design Courses Graphic Designing Courses Cyber Security Courses Nursing Courses Tally Courses Data Analysis Courses Web Designing Courses Artificial Intelligence Courses Ethical Hacking Courses Free Digital Marketing Courses And certifications Free Artificial Intelligence Courses And Certifications Free Data Analysis Courses And Certifications Free Cyber Security Courses And Certifications Free Data Science Courses And Certifications Free Cloud Computing Courses And Certifications Free Python Courses And Certifications Free Fashion And Textiles Courses And Certifications Free Graphic Designing Courses And Certifications Free Web Designing Courses And Certifications

    Popular Courses

    General Management Courses Public Health Courses Teaching and Education Courses Financial Management Courses Web Development Courses Mathematics Courses Programming Courses Cyber Security Courses Data Science Courses Law Courses Digital Marketing Courses Mechanical Engineering Courses Explore all courses

    Popular Platforms

    upGrad Courses Udemy Courses Edx Courses Swayam Courses Coursera Courses Futurelearn Courses Mindmajix Technologies Courses Vskills Courses NPTEL Courses IIT Kharagpur Courses Emeritus Courses IIT Kanpur Courses Explore all platforms

    Learn more about the Courses

    10 Reasons to Enrol Yourself in a Digital Marketing Course 8 Must-Have Skills for AWS Cloud Architects Planning to Upskill Yourself? Enrol for a Program in Data Science 25+ Tips for Improving Your Graphic Design Skills Top Universities in India Offering Cyber Security Courses 15+ Courses for Learning Data Mining How to Make a Career in the Field of Artificial Intelligence Top 10 Benefits Of Holding A Certification In Business Intelligence Which are the best certification courses for Photography in India A Beginner's Guide to Pursue Python Programming Want to Pursue a Career in Blockchain Technology? Here is all that you need to Know How Entrepreneurs Can Use Machine Learning to Make their Business Successful? The Scope of Artificial Intelligence in India Top 10 Online Courses for Travel Lovers 10 Best Certification Courses After Hospital and Healthcare Management
    Providers
    Close

    Download the Careers360 App on your Android phone

    Regular exam updates, QnA, Predictors, College Applications & E-books now on your Mobile

    Careers360 App
    150M+ Students
    30,000+ Colleges
    500+ Exams
    1500+ E-books