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Machine Learning with Apache Spark 3.0 using Scala

person icon Bigdata Engineer

4.5

Machine Learning with Apache Spark 3.0 using Scala

Machine Learning with Apache Spark 3.0 using Scala with Examples and 4 Projects

updated on icon Updated on Jun, 2024

language icon Language - English

person icon Bigdata Engineer

English [CC]

category icon Development,Machine Learning,Data Science

Lectures -71

Resources -2

Duration -7.5 hours

4.5

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Course Description

Machine Learning with Apache Spark 3.0 using Scala with Examples and Project

“Big data" analysis is a hot and highly valuable skill – and this course will teach you the hottest technology in big data: Apache Spark. Employers including Amazon, eBay, NASA, Yahoo, and many more. All are using Spark to quickly extract meaning from massive data sets across a fault-tolerant Hadoop cluster. You'll learn those same techniques, using your own Operating system right at home.

So, What are we going to cover in this course then?

Learn and master the art of Machine Learning through hands-on projects, and then execute them up to run on Databricks cloud computing services (Free Service) in this course. Well, the course is covering topics:  

1) Overview

2) What is Spark ML

3) Types of Machine Learning

4) Steps Involved in the Machine learning program

5) Basic Statics

6) Data Sources 

7) Pipelines

8) Extracting, transforming and selecting features

9) Classification and Regression

10) Clustering

Projects:

1) Will it Rain Tomorrow in Australia

2) Railway train arrival delay prediction

3) Predict the class of the Iris flower based on available attributes

4) Mall Customer Segmentation (K-means) Cluster

In order to get started with the course And to do that you're going to have to set up your environment.

So, the first thing you're going to need is a web browser that can be (Google Chrome or Firefox, or Safari, or Microsoft Edge (Latest version)) on Windows, Linux, and macOS desktop 

This is completely Hands-on Learning with the Databricks environment.

Goals

  • Fundamental knowledge on Machine Learning with Apache Spark using Scala
  • Learn and master the art of Machine Learning through hands-on projects, and then execute them up to run on Databricks cloud computing services (Free Service) in this course.
  • You will Build Apache Spark Machine Learning Projects (Total 4 Projects)
  • Explore Apache Spark and Machine Learning on the Databricks platform.
  • Launching Spark Cluster
  • Create a Data Pipeline
  • Process that data using a Machine Learning model (Spark ML Library)
  • Hands-on learning
  • Real-time Use Case

Prerequisites

  • Some programming experience is required and Scala fundamental knowledge is also required.
  • Fundamental Spark Knowledge mandatory
Machine Learning with Apache Spark 3.0 using Scala

Curriculum

Check out the detailed breakdown of what’s inside the course

Introduction
4 Lectures
  • play icon Introduction 07:14 07:14
  • play icon Overview 00:59 00:59
  • play icon What is Spark ML? 03:13 03:13
  • play icon Introduction to Machine Learning 08:28 08:28
Apache Spark Basics (Optional)
12 Lectures
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Apache Spark Machine Learning
52 Lectures
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Download Resources
2 Lectures
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Instructor Details

Bigdata Engineer

Bigdata Engineer


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