Scala and Spark for Big Data and Machine Learning
What you will 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
Section 1: Course Introduction
Section 2: Scala IDE Options and Overview
Section 3: Windows Scala and Spark Set-up and Installation
Section 4: Mac OS Setup and Installation
Section 5: Linux (Ubuntu) Setup and Installation
Section 6: Scala Programming: Level One
Section 7: Collections
Section 8: Scala Programming: Level Two
Section 9: Spark DataFrames with Scala
Section 10: Introduction to Machine Learning
Section 11: Regression with Spark
Section 12: Classification with Spark
Section 13: Model Evaluation
Section 14: Clustering with Spark
Section 15: PCA with Spark
Learn the latest Big Data technology - Spark and Scala, including Spark 2.0 DataFrames!
- Basic Programming Knowledge in some language
- Basic Math Skills
- English Language
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