Scala And Spark For Big Data And Machine Learning

Learn the latest Big Data technology - Spark and Scala, including Spark 2.0 DataFrames!

Last updated 2022-01-10 | 4.2

- Use Scala for Programming
- Use Spark 2.0 DataFrames to read and manipulate data
- Use Spark to Process Large Datasets

What you'll learn

Use Scala for Programming

Use Spark 2.0 DataFrames to read and manipulate data

Use Spark to Process Large Datasets

Understand hot to use Spark on AWS and DataBricks

* Requirements

* Basic Programming Knowledge in some language
* Basic Math Skills
* English Language

Description

Learn how to utilize some of the most valuable tech skills on the market today, Scala and Spark! In this course we will show you how to use Scala and Spark to analyze Big Data.

Scala and Spark are two of the most in demand skills right now, and with this course you can learn them quickly and easily! This course comes packed with content:

Crash Course in Scala Programming
Spark and Big Data Ecosystem Overview
Using Spark's MLlib for Machine Learning
Scale up Spark jobs using Amazon Web Services
Learn how to use Databrick's Big Data Platform
and much more!

This course comes with full projects for you including topics such as analyzing financial data or using machine learning to classify Ecommerce customer behavior! We teach the latest methodologies of Spark 2.0 so you can learn how to use SparkSQL, Spark DataFrames, and Spark's MLlib!

After completing this course you will feel comfortable putting Scala and Spark on your resume!

Thanks and I will see you inside the course!

Who this course is for:

Someone who already knows how to program and is interested in learning Big Data Technologies
Interested in using Spark with Scala for Machine Learning with Large Data Sets

Course content

17 sections • 80 lectures

Course Introduction 3 lectures

Introduction Preview 02:28

Welcome to the Course!

Course FAQs Preview 00:13

FAQ for the course!

Scala and Spark Overview Preview 10:40

Get an Overview of Scala and why it is one of the most in demand programming skills!

Scala IDE Options and Overview 2 lectures

ScalaIDE Overview Preview 02:51

Get an overview of the IDE we choose for this course: ScalaIDE

Computer Set-up Time! Preview 00:17

Let's get you set-up!

Windows Scala and Spark Set-up and Installation 5 lectures

Windows Introduction Preview 00:40

Let's install Scala and Spark on your Windows Machine!

Quick note about Windows Installation. Preview 00:17

Let's install Scala and Spark on your Windows Machine!

Windows Scala and Spark Installation Preview 12:09

Let's install Scala and Spark on your Windows Machine!

Atom Windows Installation Preview 09:30

Learn about various options for IDEs for Scala and Spark

Terminal Exericse Preview 00:35

Let's install Scala and Spark on your Windows Machine!

Mac OS Setup and Installation 1 lectures

Mac OS Installation and Setup Preview 09:57

Install Spark and Scala if you are on a Mac!

Linux (Ubuntu) Setup and Installation 1 lectures

Installing Scala and Spark on Linux (Ubuntu) Preview 12:49

Full guide to installing Spark and Scala on a Linux Ubuntu Platform

Scala Programming: Level One 8 lectures

Arithmetic and Numbers Preview 07:00

Learn about basic arithmetic operators in Scala

Values and Variables Preview 07:49

Learn the basics of Data Types in Scala

Booleans and Comparison Operators Preview 02:11

Learn about Relational operators in Scala

Strings and Basic Regex Preview 12:48

Learn about strings in Scala

Tuples Preview 02:35

Learn about Scala tuples!

Scala Basics - Assessment Test Exercises Preview 00:38

Test your knowledge!

Scala Basics Assessment Test Questions Preview 00:25

Time to practice!

Scala Basics - Assessment Test Solutions Preview 05:53

Learn about Logical Operators

Collections 8 lectures

Intro to Collections Preview 00:47

Part of the Scala Collections section of the course!

Lists Preview 08:28

Part of the Scala Collections section of the course!

Arrays Preview 03:48

Part of the Scala Collections Section

Sets Preview 06:02

Part of the Scala Collections section of the course!

Maps Preview 07:18

Part of the Scala Collections section of the course!

Collections - Assessment Test Exercise Preview 00:30

Part of the Scala Collections section of the course!

Scala Collections Assessment Test Preview 00:26

Part of the Scala Collections Part of the Course

Collections Assessment Test - Solutions Preview 06:14

Part of the Scala Collections section of the course!

Scala Programming: Level Two 6 lectures

Flow Control Preview 08:35

Learn Level Two of Scala Programming!

For Loops Preview 05:57

Learn how to create control flow loops with Scala

While Loops Preview 05:55

Learn Level Two of Scala Programming!

Functions Preview 12:45

Learn how to create functions with Scala!

Scala Programming Exercises Preview 02:33

Overview of Scala Level One Assessment

Scala Programming Exercises - Solutions Preview 15:24

Solutions to Scala Programming Test