Apache Spark

Apache Spark

Introduction to Apache Spark

Why Spark

Batch Vs. Real Time Big Data Analytics

Batch Analytics – Hadoop Ecosystem Overview

Real Time Analytics Options

Streaming Data – Storm

In Memory Data – Spark, What is Spark?

Spark benefits to Professionals

Limitations of MR in Hadoop

Components of Spark

Spark Execution Architecture

Benefits of Apache Spark

Hadoop vs Spark

Introduction to Scala

Features of Scala

Basic Data Types of Scala

Val vs Var

Type Inference

REPL

Objects & Classes in Scala

Functions as Objects in Scala

Anonymous Functions in Scala

Higher Order Functions

Lists in Scala

Maps

Pattern Matching

Traits in Scala

Collections in Scala

Spark Core Architecture

Spark & Distributed Systems

Spark for Scalable Systems

Spark Execution Context

What is RDD

RDD Deep Dive

RDD Dependencies

RDD Lineage

Spark Application In Depth

Spark Deployment

Parallelism in Spark

Caching in Spark

Spark Internals

Spark Transformations

Spark Actions

Spark Cluster

Spark SQL Introduction

Spark Data Frames

Spark SQL with CSV

Spark SQL with JSON

Spark SQL with Database

Spark Streaming

Features of Spark Streaming

Micro Batch

Dstreams

Transformations on Dstreams

Spark Streaming Use Case 1

Spark Streaming Use Case 2

Spark Streaming Use Case 3

Spark GraphX Programming

Introduction to Graph Parallel Systems

Introduction to GraphX

Features of GraphX

GraphX Deep Dive

Graph Builder

Introducing Mllib

Using Mllib for Movie Recommendations

Analyzing Recommendation Results using Spark