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Heart Attack and Diabetes Prediction Project in Apache Spark (Machine Learning Project)

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4.3

Heart Attack and Diabetes Prediction Project in Apache Spark (Machine Learning Project)

Disease Prediction 2 Projects in Apache Spark(ML) for beginners using Databricks Notebook (Unofficial) Community edition

updated on icon Updated on Apr, 2024

language icon Language - English

person icon Bigdata Engineer

English [CC]

category icon Development,Machine Learning,Apache

Lectures -20

Resources -3

Duration -2.5 hours

4.3

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Course Description

Apache Spark Project - Heart Attack and Diabetes Prediction Project in Apache Spark Machine Learning Project (2 mini-projects) for beginners using Databricks Notebook (Unofficial) (Community edition Server) 

In this Data science Machine Learning project, we will create 

1) Heart Disease Prediction 

2) Diabetes Prediction

using a few algorithms of the predictive models.

  • Explore Apache Spark and Machine Learning on the Databricks platform.

  • Launching Spark Cluster

  • Process that data using a Machine Learning model (Spark ML Library)

  • Hands-on learning

  • Real time Use Case 

  • Create a Data Pipeline

  • Publish the Project on Web to Impress your recruiter 

  • Graphical  Representation of Data using Databricks notebook.

  • Transform structured data using SparkSQL and DataFrames

  • Data exploration using Apache Spark


1) Heart Disease Prediction using Decision Tree Classification Model

2) Diabetes Prediction using Logistic Regression Model and One-vs-Rest classifier (a.k.a. One-vs-All) Model

A Real time Use Case on Apache Spark

About Databricks:

Databricks lets you start writing Spark ML code instantly so you can focus on your data problems.

Goals

What will you learn in this course:

  • In this course you will implement Spark Machine Learning Project 2 Mini Projects in Apache Spark using Databricks Notebook (Community edition server)
  • Launching Apache Spark Cluster
  • Process that data using a Machine Learning model (Spark ML Library)
  • Hands-on learning
  • Create a Data Pipeline
  • Real-time Use Case
  • Publish the Project on Web to Impress your recruiter

Prerequisites

What are the prerequisites for this course?

  • Apache Spark basic and Scala fundamental knowledge is required and SQL Basics along with Machine Learning basics
  • Following browsers on Windows, Linux or macOS desktop:
  • Google Chrome (Latest version), Firefox (Latest version), Safari (Latest version), Microsoft Edge* (Latest version)
Heart Attack and Diabetes Prediction Project in Apache Spark (Machine Learning Project)

Curriculum

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

Introduction
1 Lectures
  • play icon Introduction 05:05 05:05
Download Resources
1 Lectures
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Project Begins
7 Lectures
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Heart Disease Prediction Project
5 Lectures
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Diabetes Prediction Project
5 Lectures
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Instructor Details

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