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Getting Started

003 Scala and Spark Overview

004 ScalaIDE Overview

006 Windows Introduction

008 Windows Scala and Spark Installation

009 Atom Windows Installation

011 Mac OS Installation and Setup

012 Linux Ubuntu Setup and Installation

013 Arithmetic and Numbers

014 Values and Variables

015 Booleans and Comparison Operators

016 Strings and Basic Regex

017 Tuples

018 Scala Basics - Assessment Test Exercises

020 Scala Basics - Assessment Test Solutions

021 Intro to Collections

022 Lists

023 Arrays

024 Sets

025 Maps

026 Collections - Assessment Test Exercise

028 Collections Assessment Test - Solutions

029 Flow Control

030 For Loops

031 While Loops

032 Functions

033 Scala Programming Exercises

034 Scala Programming Exercises - Solutions

036 Introduction to Spark DataFrames

037 DataFrames Overview

038 Spark DataFrame Operations

039 GroupBy and Aggregate Functions

040 Missing data

041 Date and Timestamps

043 DataFrame Project Exercises

044 DataFrame Project - Solutions

045 Introduction to Machine Learning

046 Machine Learning with Spark

047 IntelliJ IDEA Installation Overview

048 Introduction to Linear Regression

049 Introduction to Regression Section

050 Linear Regression Documentation Example

052 Linear Regression Walkthrough Part 1

053 Linear Regression Walkthrough Part 2

054 Linear Regression Exercise Project

055 Linear Regression Project Solutions

056 Introduction to Classification

057 Classification Documentation Example

058 Spark Classification - Logistic Regression Example - Part 1

059 Spark Classification - Logistic Regression Example - Part 2

060 Logistic Regression Project Exercise

062 Model Evaluation Overview

063 Spark Model Evaluation - Documentation Example

064 Spark - Model Evaluation - Regression Example

065 Introduction to Clustering with Spark

066 KMeans Theory Lecture

068 Example of KMeans with Spark

069 Clustering Project Exercise Overview

070 Clustering Project Exercises - Solutions

071 PCA Theory Overview

072 PCA with Spark - Documentation Example

073 PCA with Spark - Project Exercise

074 PCA Spark Exercise - Solutions

075 Databricks Overview

076 Introduction to Spark Recommendation Systems

077 Spark Recommender System Implementation

078 Zeppelin Notebooks on AWS Elastic MapReduce

Preview - Big Data Scala and Spark