Module 01:
Day01:
Big Data Analytics Overview
Big Data Analytics - Data Life Cycle
Big Data Analytics - Methodology
Big Data Analytics - Core Deliverables
Big Data Analytics - Key Stakeholders
Big Data Analytics - Data Analyst
Big Data Analytics - Data Scientist
Day02:
Big Data Analytics Project
Big Data Analytics - Problem Definition
Big Data Analytics - Data Collection
Big Data Analytics - Cleansing Data
Big Data Analytics - Summarizing Data
Big Data Analytics - Data Exploration
Big Data Analytics - Data Visualization
Day03:
Big Data Analytics Methods
Big Data Analytics - Introduction to R
Big Data Analytics - Introduction to SQL
Big Data Analytics - Charts & Graphs
Big Data Analytics - Data Analysis Tools
Big Data Analytics - Statistical Methods
Module 02:
Day04:
Hadoop - Big Data
What is Big Data?
What Comes Under Big Data?
Benefits of Big Data
Big Data Technologies
Big Data Challenges
Hadoop - Big Data Solutions
Hadoop Architecture
Day05:
Hadoop - Environment Setup
Pre-installation Setup
SSH Setup and Key Generation
Installing Java
Downloading Hadoop
Hadoop Operation Modes
Installing Hadoop in Standalone Mode
Installing Hadoop in Pseudo Distributed Mode
Verifying Hadoop Installation
Module 03:
Day06:
Hadoop - HDFS Overview
Features of HDFS
HDFS Architecture
Goals of HDFS
Hadoop - HDFS Operations
Day07:
Starting HDFS
Listing Files in HDFS
Inserting Data into HDFS
Retrieving Data from HDFS
Shutting Down the HDFS
Module 04:
Day08:
MapReduce - Introduction
What is MapReduce?
How MapReduce Works?
MapReduce-Example
MapReduce - Algorithm
Sorting
Searching
Indexing
TF-IDF
Day09:
MapReduce - Installation
MapReduce - API
Module 05:
Day10:
MapReduce - Hadoop Implementation
MapReduce Algorithm
Inputs and Outputs (Java Perspective)
MapReduce Implementation
Day11:
MapReduce - Partitioner
MapReduce Partitioner Implementation
MapReduce - Combiners
How Combiner Works?
MapReduce Combiner Implementation
Compilation and Execution
Day12:
MapReduce - Hadoop Administration
HDFS Monitoring
MapReduce Job Monitoring
Module 06:
Day13:
Hive - Introduction
What is Hive
Features of Hive
Architecture of Hive
Working of Hive
Day14:
Hive - Installation
Configuring Hive
Downloading and Installing Apache Derby
Configuring Metastore of Hive
Verifying Hive Installation
Module 07:
Day15:
Hive - Data Types
Hive - Create Database
Hive - Drop Database
Day16:
Hive - Create Table
Load Data Statement
Hive - Alter Table
Rename To… Statement
Change Statement
Add Columns Statement
Replace Statement
Module 08:
Day17:
Hive - Drop Table
Hive - Partitioning
Adding a Partition
Renaming a Partition
Dropping a Partition
Day18:
Hive - Built-in Operators
Relational Operators
Arithmetic Operators
Logical Operators
Complex Operators
Module 09:
Day19:
Hive - Built-in Functions
Aggregate Functions
Hive - View and Indexes
Creating a View
Dropping a View
Creating an Index
Dropping an Index
Day20:
HiveQL
HiveQL - Select-Where
HiveQL - Select-Order By
HiveQL - Select-Group By
HiveQL - Select-Joins