Big Data Analytics

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Types of digital data

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Introduction to big data

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Big data analytics

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Importance of big data analytics

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Applications of big data analytics

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History of Hadoop

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Apache Hadoop

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Analyzing data with Unix tools

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Analyzing data with Hadoop

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Hadoop streaming

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Hadoop ecosystem overview

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IBM big data strategy

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Infosphere Big Insights

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Big Sheets

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Design of HDFS

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HDFS concepts

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Command line interface

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Hadoop file system interfaces

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Data flow in HDFS

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Data ingest with Flume

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Data ingest with Sqoop

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Hadoop archives

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Hadoop I/O

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Data compression

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Serialization

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Avro

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File based data structures

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Anatomy of MapReduce job

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Job execution flow

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Failures in MapReduce

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Job scheduling

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Shuffle and sort

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Task execution

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MapReduce types

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Input and output formats

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MapReduce features

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Pig introduction

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Pig execution modes

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Pig vs databases

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Hive shell

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Hive services

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Hive metastore

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Hive vs traditional databases

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HiveQL

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Hive tables

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Querying data in Hive

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User defined functions in Hive

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HBase basics

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HBase concepts

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HBase clients

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HBase example

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HBase vs RDBMS

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Big SQL introduction

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Introduction

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Supervised learning

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Unsupervised learning

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Collaborative filtering

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Big data analytics with R