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Spark for Data Analysis in Scala

Video Introducing this tutorial

Setting Up the Environment :
The Course Overview
Downloading the Competition Dataset
Installing Spark Notebook


Loading the Data :
Spark Abstractions: RDD, DataFrame
Loading CSV data into DataFrame


Exploratory Data Analysis :
Different types of Widgets Supported for Spark Notebook for DataFrame Visualization
Statistical Functions Supported by Spark


Data Processing in Spark :
Operations on DataFrame
Feature Transformers
Feature Selectors


Machine Learning in Spark with House Prices :
Architecture
Algorithms: Linear Regression and Regression Trees