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

What you will learn

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

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.


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  • 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.

English
language

Content

Introduction

Introduction

Download Resources

Download Resources

Project Basics

Introduction to Spark
Free Account creation in Databricks
Provisioning a Spark Cluster
Introduction to Machine Learning
Basics about notebooks
Dataframes

Heart Disease Prediction Project

Project Explanation Part 1
Project Explanation Part 2
Project Explanation Part 3
Project Explanation Part 4
Project Explanation Part 5

Diabetes Prediction Project

Project Explanation Part 1
Project Explanation Part 2
Project Explanation Part 3
Project Explanation Part 4
Project Explanation Part 5
Bonus Lecture