Big Data And Data Science

Transcription

Big Data and Data ScienceMaster’s CourseIn Collaboration with IBM MicrosoftBig Data and Data Science Master’s Course1 Pag

Table of Contents1.About the Program2.Collaborating with IBM3.Collaborating with Microsoft4.About Intellipaat5.Key Features6.Career Support7.Why take up this course?8.Who should take up this course?9.Course Advisors10.Program Curriculum11.Self-paced Courses12.Project Work13.Certification14.Intellipaat Success Stories15.Contact UsBig Data and Data Science Master’s2 Pag

About the ProgramOur Big Data and Data Science master’s course lets you gain proficiency in Big Data andData Science. You will work on real-world projects in Hadoop Dev, Admin, Test, andAnalysis, Apache Spark, Scala, AWS, Tableau, Artificial Intelligence, Deep Learning,Python for Data Science, SAS, R, Splunk Developer and Admin, NoSQL databases, andmore. In this program, we will cover 20 courses and 56 industry-based projects.Big Data and Data Science Master’s3 Pag

Collaborating with IBMIBM is one of the leading innovators and the biggest player in creating innovative tools forBig Data Analytics. Top subject matter experts from IBM will share knowledge in thedomains of Analytics and Big Data through this training program, which will help you gainthe 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 workCollaborating with MicrosoftMicrosoft is one of the largest organizations in terms of inventing creative tools for variouspurposes inclined to Big Data Analytics. Experts from Microsoft and other top MNCs willoffer 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 experienceby working on industry-specified assignments.Benefits for students from Microsoft: Industry-recognized Microsoft certification Real-time projects and exercisesBig Data and Data Science Master’s4 Pag

About IntellipaatIntellipaat is one of the leading e-learning training providers with more than 600,000learners across 55 countries. We are on a mission to democratize education as webelieve that everyone has the right to quality education.Our courses are delivered by subject matter experts from top MNCs, and our world-classpedagogy enables learners to quickly learn difficult topics in no time. Our 24/7 technicalsupport and career services will help them jump-start their careers in their dreamcompanies.Big Data and Data Science Master’s5 Pag

Key Features322 HRS INSTRUCTOR-LEDTRAINING381 HRS SELF-PACEDTRAINING528 HRS REAL-TIMEPROJECT WORKLIFETIME ACCESS24/7 TECHNICAL SUPPORTINDUSTRY-RECOGNIZEDCERTIFICATIONJOB ASSISTANCE THROUGH80 CORPORATE TIE-UPSFLEXIBLE SCHEDULINGBig Data and Data Science Master’s6 Pag

Career SupportSESSIONS WITH INDUSTRY MENTORSAttend sessions from top industry experts and get guidance on how to boostyour career growthMOCK INTERVIEWSMock interviews to make you prepare for cracking interviews by top employersGUARANTEED INTERVIEWS & JOB SUPPORTGet interviewed by our 400 hiring partnersRESUME PREPARATIONGet assistance in creating a world-class resume from our career services teamBig Data and Data Science Master’s7 Pag

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 Analystsin the next 2 years – McKinseyIntellipaat’s training program is created, keeping in mind the needs of the industry. You willgain mastery in the complete aspects of Data Science and the Hadoop ecosystem to takeon various roles and responsibilities in Big Data and Data Science domains at top-notchsalaries.Who should take up thistraining? 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 ScienceBig Data and Data Science Master’s8 Pag

Courses offeredINSTRUCTOR-LED TRAINING COURSES1. Big Data Hadoop and Spark2. Apache Spark and Scala3. Data Science with R4. Python for Data Science5. Tableau Desktop 106. Splunk Developer and Admin7. Data Science with SAS8. Artificial Intelligence and Deep Learning Course with TensorFlow9. MongoDB10. AWS11. Microsoft Azure TrainingSELF-PACED LEARNING COURSES1. Apache HBase2. Apache Cassandra3. Couchbase4. Machine Learning5. Solr6. Linux7. Java8. Apache Kafka9. SQLBig Data and Data Science Master’s9 Page

Course AdvisorsSuresh ParitalaSolutions Architect at Microsoft, TexasSuresh is responsible for overseeing and directing Big Data andAnalytics projects at Microsoft. He is experienced in advancedanalytics and big data, prescriptive and predictive analysis havingexpertise in Hadoop and Spark.David CallaghanBig Data Strategist and Solutions Architect, Perficient, USAA Blockchain expert, David has been bringing integrated blockchain,particularly Hyperledger, Ethereum and Big Data solutions to thecloud. He has previously worked on Hadoop, AWS Cloud, Big Dataand Pentaho Projects.Raghu Raman A VBig Data ConsultantWith over 10 years of IT experience and corporate training, he is asubject matter expert in Big Data and Hadoop along with CloudComputing. He has an exhaustive track record of training for majororganizations including HCL, IBM, Capgemini, Wipro.Big Data and Data Science Master’s10 P a g

Program CurriculumBIG DATA HADOOP & SPARKLearning ObjectiveIt is a comprehensive Hadoop Big Data training course designed by industry experts,considering current industry job requirements, to help you learn Big Data Hadoop andSpark modules. This is an industry-recognized Big Data Hadoop certification trainingcourse that is a combination of the training courses in Hadoop Developer, HadoopAdministrator, and Hadoop testing and analytics with Apache Spark. This ClouderaHadoop and Spark training will prepare you to clear Cloudera CCA175 Big Datacertification.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 KafkaBig Data and Data Science Master’s11 P a g

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 TricksSelf-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 ApplicationAPACHE SPARK & SCALALearning ObjectiveIntellipaat’s Apache Spark and Scala certification training course offers you hands-onknowledge to create Spark applications using Scala programming. It gives you a clearcomparison between Spark and Hadoop. The course provides you with techniques toincrease 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 CodeBig Data and Data Science Master’s12 P a g

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/PartitioningDATA SCIENCE WITH RLearning ObjectiveThis Data Scientist course online provides detailed learning through self-paced videos andlive instructor-led sessions that help you gain skills in the shortest possible time. DataScientists are among the highest-paid and most in-demand professionals. This in-depthBig Data and Data Science Master’s13 P a g

Data Scientist course covers ‘What is Data Science?,’ statistical methods, data acquisitionand analysis, Machine Learning algorithms, predictive analytics, data modeling, etc. At theend of the course, you will work on building a recommendation engine for an e-commercesite 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 EnginesSelf-paced Course Content: Introduction to Artificial Intelligence Time Series Analysis Support Vector Machine (SVM) Naïve Bayes Text MiningBig Data and Data Science Master’s14 P a g

PYTHON FOR DATA SCIENCELearning ObjectiveThe Data Science with Python course helps you learn Python programming required forData Science. In this Python for Data Science training, you will master the technique ofhow 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 ForecastingTABLEAU DESKTOP 10Learning ObjectiveBig Data and Data Science Master’s15 P a g

Intellipaat’s Tableau certification training program helps you learn Tableau and makes youready to work on the concepts of data visualization with a firm understanding of theTableau architecture. You will become proficient in the concepts of filters, parameters,maps, graphs, dashboards, and table calculation. Furthermore, you will learn about datablending, 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 HadoopDATA SCIENCE WITH SASLearning ObjectiveThis SAS training course will help you in learning the domains of Business Analytics andBusiness Intelligence. Upon the completion of this SAS online training, you will haveenough proficiency in reading spreadsheets, databases, using SAS functions formanipulating data and debugging it, etc. This Base SAS certification training also includesBig Data and Data Science Master’s16 P a g

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 ReportsSPLUNK DEVELOPER & ADMINLearning ObjectiveIntellipaat’s master’s program in the Splunk tool includes Splunk Developer and SplunkAdministration training. As part of this Splunk course, you will work on searching, sharing,Big Data and Data Science Master’s17 P a g

and saving Splunk results, creating tags, generating reports and charts, installing andconfiguring Splunk, and monitoring, scaling, and indexing large volumes of searches andanalyzing 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 UsersBig Data and Data Science Master’s18 P a g

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 ImplementationAI & DEEP LEARNINGLearning ObjectiveIntellipaat offers a comprehensive Artificial Intelligence program that will help you work ontoday’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 unsupervisedlearning, 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 APIBig Data and Data Science Master’s19 P a g

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 ChatbotsMONGODB DEVELOPER & ADMINLearning ObjectiveThis is a very extensive course in MongoDB, which is one of the most widely used NoSQLtools in the Big Data domain. Some of the topics that are included in this MongoDB trainingare the installation of MongoDB, JSON files, data modeling, and schema design. You willalso 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 DataBig Data and Data Science Master’s20 P a g

AWSLearning ObjectiveIntellipaat is offering a comprehensive AWScertification training course created by industryexperts. This AWS training will prepare you for the AWS Certified Solutions Architectexam. 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 byworking on hands-on projects and case studies. You will learn the best practices to befollowed 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 AcceleratorSelf-paced Course Content: Architecting AWS – Whitepaper DevOps on AWS AWS Migration AWS Architect Interview QuestionsBig Data and Data Science Master’s21 P a g

MICROSOFT AZURE TRAININGLearning ObjectiveIntellipaat’s Microsoft Azure certification training paves the way for learners to getaccustomed to Azure infrastructure and deployment. This training makes learners acquireskills in Azure administration, managing subscriptions, securing storage, securing andmanaging 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 throughimplementing projects in real-world scenarios. Become a part of the Azure revolution withIntellipaat’s Microsoft Certified Azure Administrator Associate training course. Aligned withthe 2020 edition of Exam AZ-104 Microsoft Azure Administrator, this course is best suitedfor 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 MonitoringBig Data and Data Science Master’s23 P a g

Self-paced CoursesHBaseOur HBase course lets you master the powerful NoSQL distributed database. This HBasetraining provides a detailed understanding of HBase and NoSQL concepts, such as HBasearchitecture, data analytics using HBase, integration with Hive, monitoring clusters usingZooKeeper, and advanced operations in HBase, including integration and working with theHadoop ecosystem.CassandraThis Cassandra course provides you extensive knowledge of Cassandra concepts, highscalable data models, and the Cassandra architecture which will enable you to buildapplications for Big Data. You will learn Cassandra configuration, installation, architecture, datamodeling, and Hadoop integration and will work on real-life industry projects.CouchbaseOur Couchbase course provides hands-on training to master the multi-model NoSQL fileoriented database. You will learn Couchbase distributed architecture, Couchbase Server,searching, querying, and indexing data, and the Couchbase flexible data model, along withgetting hands-on experience in working with Couchbase Server that can store credentials andkey-values.Machine LearningOur Machine Learning with Python training is a comprehensive course that lets you mastervarious 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 SolrOur Apache Lucene Solr training course lets you master Solr, along with its major topics suchas introduction to Apache Lucene, Solr installation, Solr Search, and sorting, indexing, andupdating schema.LinuxOur Linux training course lets you master the Linux OS. This in-depth training course givesyou all skills needed for working as a Linux Administrator. You will learn about the Red Hatsystem, installation, managing boot processes, performing various operations,understanding Linux Kernel, and testing and debugging.Big Data and Data Science Master’s24 P a g

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JavaThis comprehensive course lets you master the Java programming language. It provides thebest 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 KafkaOur Apache Kafka training course gives you hands-on training to master the real-time streamprocessing platform. Major topics included in this online course are the Kafka API, creatingKafka clusters, and the integration of Kafka with the Big Data Hadoop ecosystem, along withSpark, Storm, and Maven integration.SQLThis MS SQL training helps you manage database solutions and various operations ondatabases, migrate them to the cloud, and scale on demand. You will work on real-worldprojects in Transact-SQL. As part of this training, you will also receive official course materialissued by Microsoft for ‘Querying Data with Transact-SQL’ and ‘Developing SQL Databases.’Big Data and Data Science Master’s26 P a g

Project WorkBig Data Hadoop Projects 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 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 DatasetApache Spark & Scala Movie Recommendation Twitter API Integration for Tweet Analysis Data Exploration Using Spark SQL – Wikipedia DatasetData Science with R Market Basket Analysis Credit Card Fraud DetectionBig Data and Data Science Master’s27 P a g

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 AnalysisData Science with Python Analyzing the Trends of COVID-19 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 AlgorithmsTableau Desktop 10 Understanding Global COVID-19 Mortality Rates Understanding the UK Bank Customer Data Understanding Financial Data Understanding Agriculture DataSplunkBig Data and Data Science Master’s28 P a g

Creating an Employee Database of a Company Building an Organizational Dashboard with Splunk Field Extraction in SplunkData Science with SAS 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 DatasetAI & 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 AssignmentMongoDB Working with the MongoDB Java DriverMicrosoft Azure Project 1: Implementing a New Architecture to Your Company’s WebsiteBig Data and Data Science Master’s29 P a g

Project 2: Building a Dashboard to Monitor Your Company’s Website Running on aWeb 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 AzureAWS 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 ManagementBig Data and Data Science Master’s30 P a g

CertificationAfter the completion of the course, you will get certificates from IBM, Microsoft, andIntellipaat.Big Data and Data Science Master’s31 P a g

Success StoriesSampson BasoahThe Intellipaat team helped me in selecting the perfect course that suitsmy profile. The whole course was practically oriented, and the trainersare always ready to answer any question. I found this course to be.impactful.Vishal PentakotaThe best part of this online course is the series of hands-ondemonstrations the trainer performed. Not only did he explain eachconcept theoretically, but he also implemented all those conceptspractically.Sharath Reddy YellapatiThe course material was well organized. The trainer explained eachmodule to me from the basics. All my queries were addressed veryclearly. The trainer also made me realize how important this course is forbeginners in the IT streamBig Data and Data Science Master’s32 P a g

CONTACT USINTELLIPAAT SOFTWARE SOLUTIONS PVT. LTD.BangaloreAMR Tech Park 3, Ground Floor, Tower B,Hongasandra Village, Bommanahalli,Hosur Road, Bangalore – 560068USA1219 E. Hillsdale Blvd. Suite 205,Foster City, CA 94404If you have any further queries or just want to have a conversation with us, then do call us.IND: 91-7022374614 US: 1-800-216-8930Big Data and Data Science Master’s33 P a g

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