Big Data and Data Science · In this program, we will cover 20 courses and 56 industry-based projects. Big Data and Data Science Master’s Course 4 | P a g e Collaborating with IBM

Big Data and Data Science Master’s Course 1 | P a g e

Big Data and Data Science

Master’s Course

In Collaboration with IBM | Microsoft


Table of Contents

1. About the Program

2. Collaborating with IBM

3. Collaborating with Microsoft

4. About Intellipaat

5. Key Features

6. Career Support

7. Why take up this course?

8. Who should take up this course?

9. Learning Path

10. Course Advisors

11. Program Curriculum

12. Self-paced Courses

13. Project Work

14. Certification

15. Intellipaat Success Stories

16. Contact Us


About the Program

Our Big Data and Data Science master’s course lets you gain proficiency in Big Data and

Data Science. You will work on real-world projects in Hadoop Dev, Admin, Test, and

Analysis, Apache Spark, Scala, AWS, Tableau, Artificial Intelligence, Deep Learning,

Python for Data Science, SAS, R, Splunk Developer and Admin, NoSQL databases, and

more. In this program, we will cover 20 courses and 56 industry-based projects.


Collaborating with IBM

IBM is one of the leading innovators and the biggest player in creating innovative tools for

Big Data Analytics. Top subject matter experts from IBM will share knowledge in the

domains of Analytics and Big Data through this training program, which will help you gain

the breadth of knowledge and industry experience.

Benefits for students from IBM

Industry-recognized IBM certificate

Access to IBM Watson for hands-on training and practice

Industry in-line case studies and project work

Collaborating with Microsoft

Microsoft is one of the largest organizations in terms of inventing creative tools for various

purposes inclined to Big Data Analytics. Experts from Microsoft and other top MNCs will

offer you their understanding and knowledge in this field through this online certification.

Moreover, you will also get deep insights into the concepts and gain hands-on experience

by working on industry-specified assignments.

Benefits for students from Microsoft:

Industry-recognized Microsoft certification

Real-time projects and exercises


About Intellipaat

Intellipaat is one of the leading e-learning training providers with more than 600,000

learners across 55+ countries. We are on a mission to democratize education as we

believe that everyone has the right to quality education.

Our courses are delivered by subject matter experts from top MNCs, and our world-class

pedagogy enables learners to quickly learn difficult topics in no time. Our 24/7 technical

support and career services will help them jump-start their careers in their dream

companies.


Key Features

322 HRS INSTRUCTOR-LED

TRAINING

381 HRS SELF-PACED

TRAINING

528 HRS REAL-TIME

PROJECT WORK

LIFETIME ACCESS

24/7 TECHNICAL SUPPORT INDUSTRY-RECOGNIZED

CERTIFICATION

JOB ASSISTANCE THROUGH

80+ CORPORATE TIE-UPS

FLEXIBLE SCHEDULING


Career Support

SESSIONS WITH INDUSTRY MENTORS

Attend sessions from top industry experts and get guidance on how to boost

your career growth

MOCK INTERVIEWS

Mock interviews to make you prepare for cracking interviews by top employers

GUARANTEED INTERVIEWS & JOB SUPPORT

Get interviewed by our 400+ hiring partners

RESUME PREPARATION

Get assistance in creating a world-class resume from our career services team


Why take up this course?

Global Big Data market to reach US$122 billion in revenue by 2025 – Frost &

Sullivan

The United States alone would face a shortage of 1.4–1.9 million Big Data Analysts

in the next 2 years – McKinsey

Intellipaat’s training program is created, keeping in mind the needs of the industry. You will

gain mastery in the complete aspects of Data Science and the Hadoop ecosystem to take

on various roles and responsibilities in Big Data and Data Science domains at top-notch

salaries.

Who should take up this training?

Big Data and Data Science Professionals and Software Developers

Business Intelligence Professionals, Information Architects, and Project Managers

Those looking to make a career in Big Data and Data Science


Courses offered

1. Big Data Hadoop and Spark

2. Apache Spark and Scala

3. Data Science with R

4. Python for Data Science

5. Tableau Desktop 10

6. Splunk Developer and Admin

7. Data Science with SAS

8. Artificial Intelligence and Deep Learning Course with TensorFlow

9. MongoDB

10. AWS

11. Microsoft Azure Training

1. Apache HBase

2. Apache Cassandra

3. Couchbase

4. Machine Learning

5. Solr

6. Linux

7. Java

8. Apache Kafka

9. SQL

INSTRUCTOR-LED TRAINING COURSES

SELF-PACED LEARNING COURSES


Course Advisors

Suresh Paritala

Solutions Architect at Microsoft, Texas

A Senior Software Architect at Microsoft, Texas, who has previously worked

with IBM Corporation, Suresh Paritala has worked on Big Data, Data Science,

Advanced Analytics, Internet of Things, and Azure, along with AI domains like

Machine Learning and Deep Learning. He has successfully implemented

high-impact projects in major corporations around the world.

David Callaghan Big Data Strategist and Solutions Architect, Perficient, USA

An experienced Blockchain professional, who has been bringing integrated

Blockchain, particularly Hyperledger and Ethereum, and Big Data solutions to

the cloud, David Callaghan has previously worked on Hadoop, AWS Cloud,

Big Data, and Pentaho projects that have had a major impact on the revenues

of marquee brands around the world.

Samanth Reddy Data Scientist at ASCAP

A renowned Data Scientist who has worked with Google and is currently working

at ASCAP, Samanth Reddy has a proven ability to develop Data Science

strategies that have a high impact on the revenues of various organizations. He

comes with strong Data Science expertise and has created decisive Data

Science strategies for Fortune 500 corporations.


Program Curriculum

BIG DATA HADOOP & SPARK

Learning Objective

It is a comprehensive Hadoop Big Data training course designed by industry experts,

considering current industry job requirements, to help you learn Big Data Hadoop and

Spark modules. This is an industry-recognized Big Data Hadoop certification training

course that is a combination of the training courses in Hadoop Developer, Hadoop

Administrator, and Hadoop testing and analytics with Apache Spark. This Cloudera

Hadoop and Spark training will prepare you to clear Cloudera CCA175 Big Data

certification.

Topics:

Hadoop Installation and Setup

Introduction to Big Data Hadoop and Understanding HDFS and MapReduce

Deep Dive into MapReduce

Introduction to Hive

Advanced Hive and Impala

Introduction to Pig

Flume, Sqoop, and HBase

Writing Spark Applications Using Scala

Spark Framework

RDDs in Spark

DataFrames and Spark SQL

Machine Learning Using Spark (MLlib)

Integrating Apache Flume and Apache Kafka


Spark Streaming

Hadoop Administration: Multi-node Cluster Setup Using Amazon EC2

Hadoop Administration: Cluster Configuration

Hadoop Administration: Maintenance, Monitoring, and Troubleshooting

ETL Connectivity with the Hadoop Ecosystem (Self-paced)

Project Solution Discussion and Cloudera Certification Tips and Tricks

Self-paced Course Content:

Hadoop Application Testing

Roles and Responsibilities of a Hadoop Testing Professional

Framework Called MRUnit for the Testing of MapReduce Programs

Unit Testing

Test Execution

Test Plan Strategy and Writing Test Cases for Testing Hadoop Application

APACHE SPARK & SCALA

Learning Objective

Intellipaat’s Apache Spark and Scala certification training course offers you hands-on

knowledge to create Spark applications using Scala programming. It gives you a clear

comparison between Spark and Hadoop. The course provides you with techniques to

increase application performance and enable high-speed processing using Spark RDDs,

as well as to help in the customization of Spark using Scala.

Topics:

Introduction to Scala

Pattern Matching

Executing the Scala Code


Classes Concept in Scala

Case Classes and Pattern Matching

Concept of Traits with Example

Scala–Java Interoperability

Scala Collections

Mutable Collections vs Immutable Collections

Use Case: Bobsrockets Package

Introduction to Spark

Spark Basics

Working with RDDs in Spark

Aggregating Data with Paired RDDs

Writing and Deploying Spark Applications

Parallel Processing

Spark RDD Persistence

Spark MLlib

Integrating Apache Flume and Apache Kafka

Spark Streaming

Improving Spark Performance

Spark SQL and DataFrames

Scheduling/Partitioning

DATA SCIENCE WITH R

Learning Objective

This Data Scientist course online provides detailed learning through self-paced videos and

live instructor-led sessions that help you gain skills in the shortest possible time. Data

Scientists are among the highest-paid and most in-demand professionals. This in-depth


Data Scientist course covers ‘What is Data Science?,’ statistical methods, data acquisition

and analysis, Machine Learning algorithms, predictive analytics, data modeling, etc. At the

end of the course, you will work on building a recommendation engine for an e-commerce

site and will work on a real-time capstone project.

Topics:

Introduction to Data Science with R

Data Exploration

Data Manipulation

Data Visualization

Introduction to Statistics

Machine Learning

Logistic Regression

Decision Trees and Random Forest

Unsupervised Learning

Association Rule Mining and Recommendation Engines


Introduction to Artificial Intelligence

Time Series Analysis

Support Vector Machine (SVM)

Naïve Bayes

Text Mining


PYTHON FOR DATA SCIENCE

Learning Objective

The Data Science with Python course helps you learn Python programming required for

Data Science. In this Python for Data Science training, you will master the technique of

how Python is deployed for Data Science, working with Pandas library for Data Science,

data cleaning, data visualization, Machine Learning, advanced numeric analysis, etc.,

along with real-world projects and case studies.

Topics:

Introduction to Data Science Using Python

Python Basic Constructs

Maths for DS: Statistics and Probability

OOPs in Python

NumPy for Mathematical Computing

SciPy for Scientific Computing

Data Manipulation

Data Visualization with Matplotlib

Machine Learning Using Python

Supervised Learning

Unsupervised Learning

Python Integration with Spark (Self-paced)

Dimensionality Reduction

Time Series Forecasting

TABLEAU DESKTOP 10

Learning Objective


Intellipaat’s Tableau certification training program helps you learn Tableau and makes you

ready to work on the concepts of data visualization with a firm understanding of the

Tableau architecture. You will become proficient in the concepts of filters, parameters,

maps, graphs, dashboards, and table calculation. Furthermore, you will learn about data

blending, data aggregation, and R connectivity with Tableau in this online Tableau course.

Topics:

Introduction to Data Visualization and the Power of Tableau

Architecture of Tableau

Working with Metadata and Data Blending

Creation of Sets

Working with Filters

Organizing Data and Visual Analytics

Working with Mapping

Working with Calculations and Expressions

Working with Parameters

Charts and Graphs

Dashboards and Stories

Tableau Prep

Integration of Tableau with R and Hadoop

DATA SCIENCE WITH SAS

Learning Objective

This SAS training course will help you in learning the domains of Business Analytics and

Business Intelligence. Upon the completion of this SAS online training, you will have

enough proficiency in reading spreadsheets, databases, using SAS functions for

manipulating data and debugging it, etc. This Base SAS certification training also includes


data mining, data analytics, modeling techniques, visualization of data, predictive analysis,

and extracting insights through real-world case studies.

Topics:

Introduction to SAS

SAS Enterprise Guide

SAS Operators and Functions

Compilation and Execution

Using Variables

Creation and Compilation of SAS Datasets

SAS Procedures

Input Statement and Formatted Input

SAS Format

SAS Graphs

Interactive Data Processing

Data Transformation Function

Output Delivery System (ODS)

SAS Macros

PROC SQL

Advanced Base SAS

Summarization Reports

SPLUNK DEVELOPER & ADMIN

Learning Objective

Intellipaat’s master’s program in the Splunk tool includes Splunk Developer and Splunk

Administration training. As part of this Splunk course, you will work on searching, sharing,


and saving Splunk results, creating tags, generating reports and charts, installing and

configuring Splunk, and monitoring, scaling, and indexing large volumes of searches and

analyzing them using the Splunk tool.

Topics:

Splunk Development Concepts

Basic Searching and Using Fields in Searches

Saving and Scheduling Searches

Creating Alerts and Scheduled Reports

Tags and Event Types

Creating and Using Macros

Workflow and Splunk Search Commands

Transforming and Reporting Commands

Mapping and Single-value Commands

Splunk Reports and Visualizations

Analyzing, Calculating, and Formatting Results

Correlating Events and Enriching Data with Lookups

Creating Reports and Dashboards

Getting Started with Parsing

Using Pivot

Common Information Model (CIM) Add-on

Overview of Splunk and Its Installation

Splunk Installation in Linux

Distributed Management Console

Introduction to the Splunk App

Splunk Indexes and Users


Splunk Configuration Files

Splunk Deployment Management

Splunk Indexes

User Roles and Authentication

Splunk Administration Environment

Basic Production Environment

Splunk Search Engine

Various Splunk Input Methods

Splunk User and Index Management

Machine Data Parsing

Search Scaling and Monitoring

Splunk Cluster Implementation

AI & DEEP LEARNING

Learning Objective

Intellipaat offers a comprehensive Artificial Intelligence program that will help you work on

today’s cutting-edge technology, Artificial Intelligence (AI). As part of this best AI training,

you will master various aspects of artificial neural networks, supervised and unsupervised

learning, logistic regression with a neural network mindset, binary classification,

vectorization, Python for scripting Machine Learning applications, and much more.

Topics:

Introduction to Deep Learning and Neural Networks

Multi-layered Neural Networks

Artificial Neural Networks and Various Methods

Deep Learning Libraries

Keras API


TFLearn API for TensorFlow

DNNs (Deep Neural Networks)

CNNs (Convolutional Neural Networks)

RNNs (Recurrent Neural Networks)

GPU in Deep Learning

Autoencoders and Restricted Boltzmann Machine (RBM)

Deep Learning Applications

Chatbots

MONGODB DEVELOPER & ADMIN

Learning Objective

This is a very extensive course in MongoDB, which is one of the most widely used NoSQL

tools in the Big Data domain. Some of the topics that are included in this MongoDB training

are the installation of MongoDB, JSON files, data modeling, and schema design. You will

also gain enough expertise in the framework of data monitoring, indexing, and aggregation.

Topics:

Introduction to NoSQL and MongoDB

MongoDB Installation

Importance of NoSQL

CRUD Operations

Data Modeling and Schema Design

Data Management and Administration

Data Indexing and Aggregation

MongoDB Security

Working with Unstructured Data


AWS

Learning Objective

Intellipaat is offering a comprehensive AWS certification training course created by industry

experts. This AWS training will prepare you for the AWS Certified Solutions Architect

exam. You will learn skills such as AWS Elastic Cloud Compute, Simple Storage Service,

virtual private cloud, Aurora database service, load balancing, auto-scaling, and more by

working on hands-on projects and case studies. You will learn the best practices to be

followed while working on AWS projects in the industry.

Topics:

Introduction to Cloud Computing and AWS

Elastic Compute and Storage Volumes

Load Balancing, Autoscaling, and DNS

Virtual Private Cloud

Storage - Simple Storage Service (S3)

Databases and In-memory Data Stores

Management and Application Services

Access Management and Monitoring Services

Automation and Configuration Management

Amazon FSx and Global Accelerator


Architecting AWS – Whitepaper

DevOps on AWS

AWS Migration

AWS Architect Interview Questions


MICROSOFT AZURE TRAINING

Learning Objective

Intellipaat’s Microsoft Azure certification training paves the way for learners to get

accustomed to Azure infrastructure and deployment. This training makes learners acquire

skills in Azure administration, managing subscriptions, securing storage, securing and

managing identities, deploying virtual machines, implementing Azure Load Balancer,

migrating servers to Azure, integrating on-premise networks with Azure virtual network,

and managing application services, among other aspects of Azure, all through

implementing projects in real-world scenarios. Become a part of the Azure revolution with

Intellipaat’s Microsoft Certified Azure Administrator Associate training course. Aligned with

the 2020 edition of Exam AZ-104 Microsoft Azure Administrator, this course is best suited

for professionals wishing to be successful as an Azure Administrator.

Topics:

Introduction to Microsoft Azure

Introduction to ARM and Azure Storage

Introduction to Azure Storage

Azure Virtual Machines

Azure App and Container Services

Azure Networking - I

Azure Networking - II

Authentication and Authorization in Azure Using RBAC

Microsoft Azure Active Directory

Azure Monitoring

Self-paced Courses


HBase

Our HBase course lets you master the powerful NoSQL distributed database. This HBase

training provides a detailed understanding of HBase and NoSQL concepts, such as HBase

architecture, data analytics using HBase, integration with Hive, monitoring clusters using

ZooKeeper, and advanced operations in HBase, including integration and working with the

Hadoop ecosystem.

Cassandra

This Cassandra course provides you extensive knowledge of Cassandra concepts, high-

scalable data models, and the Cassandra architecture which will enable you to build

applications for Big Data. You will learn Cassandra configuration, installation, architecture, data

modeling, and Hadoop integration and will work on real-life industry projects.

Couchbase

Our Couchbase course provides hands-on training to master the multi-model NoSQL file-

oriented database. You will learn Couchbase distributed architecture, Couchbase Server,

searching, querying, and indexing data, and the Couchbase flexible data model, along with

getting hands-on experience in working with Couchbase Server that can store credentials and

key-values.

Machine Learning

Our Machine Learning with Python training is a comprehensive course that lets you master

various aspects of Machine Learning such as Machine Learning with Python programming,

supervised and unsupervised learning, support vector machines, random forest classifiers,

best practices of Machine Learning, and more through hands-on projects and case studies.

Apache Solr

Our Apache Lucene Solr training course lets you master Solr, along with its major topics such

as introduction to Apache Lucene, Solr installation, Solr Search, and sorting, indexing, and

updating schema.

Linux

Our Linux training course lets you master the Linux OS. This in-depth training course gives

you all skills needed for working as a Linux Administrator. You will learn about the Red Hat

system, installation, managing boot processes, performing various operations,

understanding Linux Kernel, and testing and debugging.


Project Work

Working with MapReduce, Hive, and Sqoop

Working on MovieLens Data for Finding the Top Movies

Hadoop YARN Project: End-to-End PoC

Table Partitioning in Hive

Connecting Pentaho with the Hadoop Ecosystem

Multi-node Cluster Setup

Hadoop Testing Using MRUnit

Big Data Hadoop Projects

Java

This comprehensive course lets you master the Java programming language. It provides the

best online training to help you learn OOP concepts, J2EE, core and advanced Java, JDBC,

objects and classes, etc. You will also work on real-world industry projects.

Apache Kafka

Our Apache Kafka training course gives you hands-on training to master the real-time stream

processing platform. Major topics included in this online course are the Kafka API, creating

Kafka clusters, and the integration of Kafka with the Big Data Hadoop ecosystem, along with

Spark, Storm, and Maven integration.

SQL

This MS SQL training helps you manage database solutions and various operations on

databases, migrate them to the cloud, and scale on demand. You will work on real-world

projects in Transact-SQL. As part of this training, you will also receive official course material

issued by Microsoft for ‘Querying Data with Transact-SQL’ and ‘Developing SQL Databases.’


Hadoop Web Log Analytics

Hadoop Maintenance

Twitter Sentiment Analysis

Analyzing IPL T20 Cricket

Movie Recommendation

Twitter API Integration for Tweet Analysis

Data Exploration Using Spark SQL – Wikipedia Dataset

Movie Recommendation

Twitter API Integration for Tweet Analysis

Data Exploration Using Spark SQL – Wikipedia Dataset

Market Basket Analysis

Credit Card Fraud Detection

Loan Approval Prediction

Netflix Recommendation System

Case Study 1: Introduction to R Programming

Case Study 2: Solving Customer Churn Using Data Exploration

Case Study 3: Creating Data Structures in R

Case Study 4: Implementing SVD in R

Case Study 5: Time Series Analysis

Analyzing the Trends of COVID-19 with Python

Apache Spark & Scala

Data Science with R

Data Science with Python


Analyzing the Naming Trends Using Python

Performing Analysis on Customer Churn Dataset

Netflix Recommendation System

Python Web Scraping for Data Science

OOPS in Python

Working With NumPy

Visualizing and Analyzing the Customer Churn Dataset Using Python

Building Models with the Help of Machine Learning Algorithms

Understanding Global COVID-19 Mortality Rates

Understanding the UK Bank Customer Data

Understanding Financial Data

Understanding Agriculture Data

Creating an Employee Database of a Company

Building an Organizational Dashboard with Splunk

Field Extraction in Splunk

Categorization of Patients Based on the Count of Drugs Used for Their Therapy

Building Revenue Projections Reports

Impact of Pre-paid Plans on the Preferences of Investors

K-means Cluster Analysis on the Iris Dataset

Tableau Desktop 10

Splunk

Data Science with SAS

AI & Deep Learning


Auto-encoder Assignment

CNN Assignment

Binary Classification on ‘Customer_Churn’ Using Keras

Face Detection Project

Keras Assignment

MLP Assignment

AI and Deep Learning Intro Assignment

RNN Assignment

TensorFlow Assignment

TFLearn Assignment

Working with the MongoDB Java Driver

Project 1: Implementing a New Architecture to Your Company’s Website

Project 2: Building a Dashboard to Monitor Your Company’s Website Running on a

Web App

Case Study 1: Introduction to Cloud computing

Case Study 2: Microsoft Azure Storage

Case Study 3: Azure Virtual Machines

Case Study 4: Microsoft Azure Networking

Case Study 5: Load Balancing and Network Watcher

Case Study 6: Access Management in Azure

MongoDB

Microsoft Azure

AWS


Deploying a Multi-tier Website on AWS

Deploying a Website for High Availability and High Resilience

Sending Notifications to Patients Using Push Notifications

An Application to Sort Objects in an S3 Bucket Using Beanstalk and Lambda

Case Study 1 - Using Different Operations on EC2 and EWS

Case Study 2 - Autoscaling Compute Capacity in AWS

Case Study 3 - Creating Custom VPCs in AWS

Case Study 4 - Using AWS S3 for Lifecycle Access Management

Case Study 5 - Highly Available Relational Database in AWS

Case Study 6 - CloudFormation for Infrastructure-as-Code

Case Study 7 - Administering User Access Using AWS IAM

Case Study 8 - Application Services in AWS and Configuration Management


Certification After the completion of the course, you will get certificates from IBM, Microsoft, and

Intellipaat.


Success Stories

Kevin K Wada

Thank you very much for your top-class service. A special mention should

be made for your patience in listening to my queries and giving me a

solution, which was exactly what I was looking for. I am giving you a 10 on

10!

Sampson Basoah

The Intellipaat team helped me in selecting the perfect course that suits

my profile. The whole course was practically oriented, and the trainers are

always ready to answer any question. I found this course to be impactful.

Thank you.

Vishal Pentakota

The best part of this online course is the series of hands-on

demonstrations the trainer performed. Not only did he explain each concept

theoretically, but he also implemented all those concepts practically.

Sharath Reddy Yellapati

The course material was well organized. The trainer explained each

module to me from the basics. All my queries were addressed very

clearly. The trainer also made me realize how important this course is for

beginners in the IT stream.


CONTACT US

INTELLIPAAT SOFTWARE SOLUTIONS PVT. LTD.

Bangalore

AMR Tech Park 3, Ground Floor, Tower B, Hongasandra Village, Bommanahalli, Hosur Road, Bangalore – 560068 USA

1219 E. Hillsdale Blvd. Suite 205, Foster City, CA 94404 If you have any further queries or just want to have a conversation with us, then do call us.

IND: +91-7022374614 | US: 1-800-216-8930

Documents

Big Data and Data Science · In this program, we will cover 20 courses and 56 industry-based projects. Big Data and Data Science Master’s Course 4 | P a g e Collaborating with IBM