Master how to work with big data and build machine learning models at scale using Spark!
Overview
Syllabus
- Introduction to the Course
- In this lesson, you will learn more about this course - what will be covered, and who you will be learning from - let's get started!
- The Power of Spark
- In this lesson, you will learn about the problems that Apache Spark is designed to solve. You'll also learn about the greater Big Data ecosystem and how Spark fits into it.
- Data Wrangling with Spark
- In this lesson, we'll dive into how to use Spark for cleaning and aggregating data.
- Setting up Spark Clusters with AWS
- In this lesson, you will learn to run Spark on a distributed cluster in AWS UI and AWS CLI.
- Debugging and Optimization
- In this lesson, you will learn best practices for debugging and optimizing your Spark applications.
- Machine Learning with Spark
- In this lesson, we'll explore Spark's ML capabilities and build ML models and pipelines.
Taught by
David Drummond and Judit Lantos