Big Data Analytics Video Tutorial

Step by Step Procedure - Hadoop Installation and Configuration on Ubuntu Operating System - Big Data Analytics Tutorial 17CS82

Step To Install Hadoop: https://www.vtupulse.com/big-data-analytics/how-to-install-hadoop-in-ubuntu/

#Hadoop
#HadoopInstallation
#HadoopInstallationProcedure

Tutorials:

Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Big Data Analysis - https://www.youtube.com/playlist?list=PL4gu8xQu0_5I_UtjmsGnjfhAEzcXoas1O

Data Science and Machine Learning - https://www.youtube.com/playlist?list=PL4gu8xQu0_5JBO1FKRO5p20wc8DprlOgn

Python Tutorial - https://www.youtube.com/playlist?list=PL4gu8xQu0_5LBhuN1tdrdbId2MiaXXIwT

Interview Preparation:

Find the output of C Program - https://www.youtube.com/watch?v=68XPz7gT7Y4&list=PL4gu8xQu0_5IJZzGFqRGO5sNFAIJp6Wj5


Scholarship: https://www.youtube.com/watch?v=y5QrquwOjds&list=PL4gu8xQu0_5ITA2MImPEW-jCR4PxA11jj

VTU Updates: https://www.youtube.com/watch?v=JLP0SNCYqp4&list=PL4gu8xQu0_5LYfUknzyHc1GtKqT8oNDxs


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Design Features of Hadoop Distributed File System (HDFS) - Big Data Analytics

17CS82 - Big Data Analytics (18CS72)

Design Features of Hadoop Distributed File System (HDFS) - Big Data Analytics

#FesturesOfHDFS
#DesignFeatureHDFS
#BigDataAnalytics
#HDFSBlockReplication
#HDFSArchitecture
#HDFSComponents
#Hadoop
#HDFS


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Block Replication in Hadoop Distributed File System (HDFS) - Big data Analytics

Blog (Web Notes): https://www.vtupulse.com/big-data-analytics/hdfs-block-replication-big-data-analytics/

15CS82 Big Data Analytics Tutorial (18CS72)

#BigDataAnalytics
#HDFSBlockReplication
#HDFSArchitecture
#HDFSComponents
#Hadoop
#HDFS


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Safe Mode Rack Awareness High NameNode Availability NameNodeFederation CheckPoints Backup Snapshots - HDFS

Blog / Web Notes:
Name Node Federation, Checkpoint, Backup, and Snapshots in Hadoop Cluster:
https://www.vtupulse.com/big-data-analytics/name-node-federation-checkpoint-backup-and-snapshots/

Safe Mode and High Name Node Availability:
https://www.vtupulse.com/big-data-analytics/safe-mode-high-name-node-availability-in-hadoop-cluster/

Important Concepts related to HDFS - Biga Data Analytics 15CS82

The following concepts are discussed in details
HDFS Safe Mode
HDFS Rack Awareness
HDFS High Name Node Availability
HDFS Name Node Federation
HDFS Checkpoints
HDFS Backup
HDFS Snapshots

#HDFSSafeMode
#HDFSRackAwareness
#HDFSHighNameNodeAvailability
#HDFSNameNodeFederation
#HDFSCheckpoints
#HDFSBackup
#HDFSSnapshots

Hadoop MapReduce Model - Big Data Analytics Tutorial

Blog / Web Notes:
https://www.vtupulse.com/big-data-analytics/hadoop-mapreduce-parallel-data-flow-model/

Hadoop MapReduce Parallel Data Flow Model Big Data Analytics
Mapper Stage
Reducer Stage
Split Stage
Combiner Stage
Shuffle Stage

#MapReduceModel
#MapReduceParalleDataFlow
#Hadoop

Word Count Program Example in MapReduce Model

Big Data Analytics Tutorial - 17CS82

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HDFS User Commands - Big Data Analytics Tutorial

15CS82 - Big Data Analalytics

HDFS User Commands are discussed in this video.

#HDFSCommands
#HDFSUserCommands
#HDFS


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WordCount Program in C++ using Pipes interface (Hadoop MapReduce Model) - Big Data Analytics Tutorial

15CS82
#HadoopMapReduceModel
#WordCountProgram
#WordCountUsingC++Pipes
#BigDataAnalyticsTutorial

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WordCount Program in Java Hadoop MapReduce Model - Big Data Analytics Tutorial

15CS82
#HadoopMapReduceModel
#WordCountProgram
#WordCountUsingJava
#BigDataAnalyticsTutorial

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Word Count Program using Python Streaming Interface - Big Data Analytics Tutorial

#WordCountProgram
#PythonStreamingInterface


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Debugging MapReduce Parallel Application - Big Data Analytics Tutorial 15CS82

Debugging
MapReduce
YARNResource Manager
syserr, sysout and logsys log files in HDFS Yarn Resource managers

#Debugging
#DebuggingMapReduceApplication
#YARNResourceManager

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Apache Sqoop - Hadoop Ecosystem - Big Data Analytics Tutorial 15CS82

Prof. Mahesh G. Huddar
Dept. of Computer Science and Engineering
Hirasugar Institute of Technology, Nidasoshi, Belagavi, Karnataka, India

Apache Sqoop import and export methods are explained in detail.

#ApacheSqoop
#HadoopEcosystm
#BigDataAnalytics


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Apache Flume Hadoop Ecosystem - Big Data Analytics Tutorial

Prof. Mahesh G. Huddar
Dept. of Computer Science and Engineering
Hirasugar Institute of Technology, Nidasoshi, Belagavi, Karnataka, India

What is Apache Flume..?
Why Apache Flume is required..?
Problems with put command
#BigDataAnalytics
#ApacheFlume
#Hadoop

Apache Pig Hadoop Ecosystem - Big Data Analytics Tutorial - 15CS82

Prof. Mahesh G. Huddar
Dept. of Computer Science and Engineering
Hirasugar Institute of Technology, Nidasoshi, Belagavi, Karnataka, India

What is Apache Pig..?
Why Apache Pig is so popular…?
Data Types in Apache Pig
Apache Pig usage modes
Pig Example Walk-Through
Running Pig Programs
Local mode
Cluster mode

#ApachePig
#HadoopEcosystem
#HDFS


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Apache Oozie Hadoop Ecosystem - Big Data Analytics Tutorial 15CS82

Prof. Mahesh G. Huddar
Dept. of Computer Science and Engineering
Hirasugar Institute of Technology, Nidasoshi, Belagavi, Karnataka, India

What is Apache Oozie..?
Types of nodes in Oozie Workflow
Example
Simple Workflow Diagram
Complex Workflow Diagram

#ApacheOozie
#BigDataAnalyticsTutorial
#HadoopEcosystem
#ApacheHadoop

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Apache Hive - Hadoop Ecosystem - Big Data Analytics Tutorial

Prof. Mahesh G. Huddar
Dept. of Computer Science and Engineering
Hirasugar Institute of Technology, Nidasoshi, Belagavi, Karnataka, India

What is Apache Hive..?
Features of Apache Hive
Architecture and working of Apache Hive
Hive Example Walk-Through

Hive is a data warehouse infrastructure tool used to process structured data stored in the HDFS cluster.


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#HadoopEcosystem
#HDFS
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#HQL


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Apache Spoop steps to Import and Export data between Database and HDFS - Big Data Analytics Tutorial 15CS82

Prof. Mahesh G. Huddar
Dept. of Computer Science and Engineering
Hirasugar Institute of Technology, Nidasoshi, Belagavi, Karnataka, India

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#SqoopImportExample
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#BigDataAnalytics


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Apache HBase Hadoop Ecosystem - Big Data Analytics Tutorial

Prof. Mahesh G. Huddar
Dept. of Computer Science and Engineering
Hirasugar Institute of Technology, Nidasoshi, Belagavi, Karnataka, India

What is Apache HBase..?
Features of Apache Hbase
Limitations of Hadoop
Hbase Data Model Overview
Hbase Example Walk-Through
Create a Database and insert data
Inspect Database
Get a row
Get table cell
Delete Cell, Row, and Table
Scripting


#ApacheHBase
#Hadoop
#HDFS
#HadoopEcosystem


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Apache YARN Resource Manager - Big Data Analytics Tutorial

#ApacheYarn
#HDFS
#BigDataAnalytics
#YarnResourceManager
#YarnJobScheduler

Hadoop Yarn Administration - Big Data Analytics Tutorial

#BigDataAnalytics
#YarnAdministartion
#HadoopAdministration

Using the Web GUI to Monitor the MapReduce Running Examples - Big Data Analytics Tutorial

Running Basic Hadoop Benchmarks - Big Data Analytics Tutorial

How to Run Hadoop MapReduce Examples - Big Data Analytics Tutorial

Apache Ambari GUI Based method to manage Hadoop Services and configuration of Hadoop - Big Data Analyitics Tutorial

Business Intelligence BI Tools - Big Data Analytics Tutorial

Business Intelligence (BI) is an umbrella term that includes a variety of IT applications that are used to analyze an organization's data and communicate the information to relevant users.

#BusinessIntelligence
#BigDataAnalytics

Website: www.vtupulse.com
Facebook: https://www.facebook.com/VTUPulse

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Business Intelligence BI Tools Applications - Big Data Analytics Tutorial

#BusinessIntelligence
#BigDataAnalytics

Website: www.vtupulse.com
Facebook: https://www.facebook.com/VTUPulse

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Introduction to Data Warehouse - Big Data Analytics Tutorial

#DataWarehouse
#BigDataAnalytics

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Introduction to Data Mining - Big data analytics Tutorial

#BigDataAnalytics
#DataMining

Website: www.vtupulse.com

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Data Warehouse Architecture - Big Data Analytics Tutorial

Introduction to Data Warehouse: https://youtu.be/AzzNXwR4_9E

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Introduction to Data Mining Techniques - Big Data Analytics Tutorial

#BigDataAnalytics
#DataMiningTechniques

Website: www.vtupulse.com

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Tools and Platforms for Data Mining - Big Data Analytics Tutorial

#BigDataAnalytics
#DataMiningTechniques

Website: www.vtupulse.com

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Cross-Industry Standard Process for Data Mining - Big Data Analytics Tutorial

#BigDataAnalytics
#CRIPS-DM

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Data Visualization in Data Mining - Big Data Analytics Tutorial

#BigDataAnalytics
#DataVisualization

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Decision Tree with Solved Numerical Example - Big Data Analytics Tutorial

In this video I will discuss how to build decision tree using CART algorithm for the given dataset.

#BigDataAnalytics
#DecisionTree
#DecisionTreeSolvedExample

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1. Decision Tree | CART Algorithm | Solved Play Tennis | Numerical Example | Big Data Analytics by Mahesh Huddar

In this tutorial, I will discuss how to build an optimal decision tree for,
For the given Play Tennis Data set apply the Decision Tree algorithm and find the optimal decision tree.
Also, predict the class label for the following example…?

Blog / Web Notes:
https://www.vtupulse.com/machine-learning/decision-tree-using-cart-algorithm-solved-example-1/

Other Solved Examples:
1. Decision Tree Solved Example: https://www.youtube.com/watch?v=K9tani59cw4
2. Decision Tree Solved Example: https://www.youtube.com/watch?v=aD2uEIB13LI
3. Decision Tree Solved Example: https://www.youtube.com/watch?v=405aSHoejFU

********************************

The following concepts are discussed:
______________________________
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********************************

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2. Decision Tree | CART Algorithm | Solved Numerical Example | Big Data Analytics by Mahesh Huddar

In this tutorial, I will discuss how to build an optimal decision tree for,
For the given Loan approval Data set apply the Decision Tree algorithm and find the optimal decision tree.
Also, find whether the loan is approved or not for the following example…?

Blog / Web Notes:
https://www.vtupulse.com/machine-learning/decision-tree-using-cart-algorithm-solved-example-2/

Other Solved Examples:
1. Decision Tree Solved Example: https://www.youtube.com/watch?v=K9tani59cw4
2. Decision Tree Solved Example: https://www.youtube.com/watch?v=aD2uEIB13LI
3. Decision Tree Solved Example: https://www.youtube.com/watch?v=405aSHoejFU

********************************

The following concepts are discussed:
______________________________
Decision Tree in data mining,
Decision Tree in Machine learning,
Decision Tree with a simple solved example,
Decision Tree algorithm,
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Decision Tree algorithm in SPSS,
Decision Tree classifier,
Decision Tree classifier in python,
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how decision tree algorithm works,
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how decision tree algorithm is used in data mining

********************************

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3. Decision Tree | CART Algorithm | Solved Play Tennis | Numerical Example | Big Data Analytics by Mahesh Huddar

In this tutorial, I will discuss how to build an optimal decision tree,
For the given City Size, Avg. Income, Local Investors, LOHAS Awareness Data set apply the Decision Tree algorithm and find the optimal decision tree.
Also, predict the class label for a new example.

Blog / Web Notes:
https://www.vtupulse.com/machine-learning/decision-tree-using-cart-algorithm-solved-example-3/

Other Solved Examples:
1. Decision Tree Solved Example: https://www.youtube.com/watch?v=K9tani59cw4
2. Decision Tree Solved Example: https://www.youtube.com/watch?v=aD2uEIB13LI
3. Decision Tree Solved Example: https://www.youtube.com/watch?v=405aSHoejFU

********************************

The following concepts are discussed:
______________________________
Decision Tree in data mining,
Decision Tree in Machine learning,
Decision Tree with a simple solved example,
Decision Tree algorithm,
Decision Tree algorithm in python,
Decision Tree classifier,
Decision Tree classifier in python,
Decision Tree Solved Example,
how decision tree algorithm is used in machine learning,
how decision tree algorithm is used in data mining,
ID3 Decision tree algorithm,
ID3 Algorithm, Regression Decision Tree

********************************

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Regression Analysis - Big Data Analytics Tutorial

#BigDataAnalytics
#RegressionAnalysis

Website: www.vtupuse.com
Facebook: https://www.facebook.com/VTUPulse

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Regression Technique,
Regression coefficient,
Regression equation,
Regression Analysis,
Regression Analysis in excel,
Regression Analysis in SPSS,
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Linear Regression Numerical Example with one Independent Variable - Big Data Analytics Tutorial

#BigDataAnalytics
#RegressionAnalysis

Blog / Web Notes:
https://www.vtupulse.com/machine-learning/linear-regression-solved-example-with-one-independent-variable/

Website: www.vtupuse.com
Facebook: https://www.facebook.com/VTUPulse

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Linear Regression Numerical Example with Multiple Independent Variables -Big Data Analytics Tutorial

#BigDataAnalytics
#RegessionSolvedExample

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#BigDataAnalytics
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Facebook: https://www.facebook.com/VTUPulse

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Linear Regression Numerical Example with Multiple Independent Variable using Microsoft Excel

#BigDataAnalytics
#RegressionInExcell

Website: www.vtupuse.com
Facebook: https://www.facebook.com/VTUPulse

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Introduction to Cluster analysis and K Means Algorithm - Big Data Analytics Tutorial

#BigDataAnalytics
#ClusterAnalysis
#KMeansAlgorithm

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K Means Clustering Algorithm - Solved Numerical Example - Big Data Analytics Tutorial

#BigDataAnalytics
#ClusterAnalysisExample
#KMeansAlgorithmSolvedExample

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An Introduction to Artificial Neural Networks - Big Data AnalyticsTutorial

#BigDataAnalytics
#ArtificialNeuralNetworks
#ANN

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Introduction to Association Rule Mining and Apriori Algorithm - Big Data Analytics Tutorial

#BigDataAnalytics
#AssociationRuleMining
#AprioriAlgorithm

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1. Association Rule Mining – Apriori Algorithm - Numerical Example Solved - Big Data Analytics Tutorial

Please consider minimum support as 30% and confidence as 60%

In this video, I have discussed how to use Apriori Algorithm to find the Association rules for the given dataset. This is example number 1.

Link for example 1 is: https://www.youtube.com/watch?v=43CMKRHdH30
Link for example 2 is: https://www.youtube.com/watch?v=NT6beZBYbmU

#BigDataAnalytics
#AssociationRuleMiningSolvedExample
#AprioriAlgorithmSolvedExample

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2. Association Rule Mining – Apriori Algorithm Solved Numerical Example - Big Data Analytics Tutorial

In this video, I have discussed how to use Apriori Algorithm to find the Association rules for the given dataset. This is example number 2.

Link for example 1 is: https://www.youtube.com/watch?v=43CMKRHdH30
Link for example 2 is: https://www.youtube.com/watch?v=NT6beZBYbmU


#BigDataAnalytics
#AssociationRuleMiningSolvedExample
#AprioriAlgorithmExample

Website: www.vtupulse.com
Facebook: https://www.facebook.com/VTUPulse

Association rule mining,
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3. Apriori Algorithm | Association Rule Mining | Frequent Item Sets Solved Example by Mahesh Huddar

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The following concepts are discussed:
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