Introduction to Course
- Introduction
- Course Overview
- Frequently Asked Questions
- What is Spark? Why Python?
Setting up Python with Spark
- Set-up Overview
- Note on Installation Sections
Databricks Setup
- Recommended Setup
- Databricks Setup
Local VirtualBox Set-up
- Local Installation VirtualBox Part 1
- Local Installation VirtualBox Part 2
- Setting up PySpark
AWS EC2 PySpark Set-up
- AWS EC2 Set-up Guide
- Creating the EC2 Instance
- SSH with Mac or Linux
- Installations on EC2
AWS EMR Cluster Setup
- AWS EMR Setup
Python Crash Course
- Introduction to Python Crash Course
- Jupyter Notebook Overview
- Python Crash Course Part One
- Python Crash Course Part Two
- Python Crash Course Part Three
- Python Crash Course Exercises
- Python Crash Course Exercise Solutions
Spark DataFrame Basics
- Introduction to Spark DataFrames
- Spark DataFrame Basics
- Spark DataFrame Basics Part Two
- Spark DataFrame Basic Operations
- Groupby and Aggregate Operations
- Missing Data
- Dates and Timestamps
Spark DataFrame Project Exercise
- DataFrame Project Exercise
- DataFrame Project Exercise Solutions
Introduction to Machine Learning with MLlib
- Introduction to Machine Learning and ISLR
- Machine Learning with Spark and Python with MLlib
Linear Regression
- Linear Regression Theory and Reading
- Linear Regression Documentation Example
- Regression Evaluation
- Linear Regression Example Code Along
- Linear Regression Consulting Project
- Linear Regression Consulting Project Solutions
Logistic Regression
- Logistic Regression Theory and Reading
- Logistic Regression Example Code Along
- Logistic Regression Code Along
- Logistic Regression Consulting Project
- Logistic Regression Consulting Project Solutions
Decision Trees and Random Forests
- Tree Methods Theory and Reading
- Tree Methods Documentation Examples
- Decision Tress and Random Forest Code Along Examples
- Random Forest - Classification Consulting Project
- Random Forest Classification Consulting Project Solutions
K-means Clustering
- K-means Clustering Theory and Reading
- KMeans Clustering Documentation Example
- Clustering Example Code Along
- Clustering Consulting Project
- Clustering Consulting Project Solutions
Collaborative Filtering for Recommender Systems
- Introduction to Recommender Systems
- Recommender System - Code Along Project
Natural Language Processing
- Introduction to Natural Language Processing
- NLP Tools Part One
- NLP Tools Part Two
- Natural Language Processing Code Along Project
Spark Streaming with Python
- Introduction to Streaming with Spark!
- Spark Streaming Documentation Example
- Spark Streaming Twitter Project - Part
- Spark Streaming Twitter Project - Part Two
- Spark Streaming Twitter Project - Part Three
Bonus
- Bonus Lecture:
