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Introduction to the Course
Welcome to the Course
What You Will Learn
Why Spark MLlib for Machine Learning Projects
Course Workflow & Project Overview
Tools We’ll Use: Apache Spark, Spark ML, Apache Zeppelin
Overview of Heart Attack and Diabetes Dataset
Setting Up the Environment
Requirements
(Hands On) Installing JAVA
Steps for Installing JAVA
(Hands On) Setting JAVA environments
Steps for Setting JAVA environments
(Hands On) Apache Zeppelin Installation Steps on Ubuntu machine
Steps for Installing Apache Zeppelin on Ubuntu machine
(Hands On) Installing Docker Desktop on Windows 10/11
Steps for Installing Docker on Windows
(Hands On) Running Apache Zeppelin on Docker (Windows)
Steps for Running Apache Zeppelin on Docker
(Hands On) Configure and Connect to Spark interpreter
Steps for Configure and Connect to Spark Interpreter
Download Resources
Download Resources
Download heart data
Download diabetes data
Download Heart Attack Prediction Project Zeppelin Notebook
Importing Zeppelin file in Zeppelin Environment
Zeppelin Basics
What is Zeppelin
Features & Benefits
Notebook UI Overview
Markdown and text formatting
Creating and running paragraphs
Hands on Creating and Running paragraphs
Visualization Options (Tables, Bar chart, Pie chart, etc.)
Hands On - Types of Default Chart in Zeppelin
Zeppelin with Apache Spark
Spark interpreter details
Working with RDDs and DataFrames
Spark SQL queries and caching
Visualizing Spark outputs
Job tracking and performance tuning basics
Machine Learning Project 1
Loading the Heart Attack Dataset into Apache Spark
Exploring the Heart Attack Dataset
Creating Temporary Views and Querying Data
Exploratory Data Analysis Part 1
Exploratory Data Analysis Part 2
Exploratory Data Analysis Part 3
Exploratory Data Analysis Part 4
Exploratory Data Analysis Part 5
Exploratory Data Analysis Part 6
Exploratory Data Analysis Part 7
Exploratory Data Analysis Part 8
Machine Learning Model Part 1
Machine Learning Model Part 2
Introduction
Introduction
Download Resources
Download Source Code for Project
Download Data for Heart Attack Project
Download Data for Diabetes Project
Project Basics
Introduction to Spark
(Old) Free Account creation in Databricks
(New) 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