Description

About this course

This course is part of the Microsoft Professional Program Certificate in Data Science and part of the Microsoft Professional Program Certificate in Big Data.

Are you ready for big data science? In this course, learn how to implement predictive analytics solutions for big data using Apache Spark in Microsoft Azure HDInsight. See how to work with Scala or Python to cleanse and transform data and build machine learning models with Spark ML (the machine learning library in Spark).

Note: To complete the hands-on elements in this course, you will require an Azure subscription and a Windows client computer. You can sign up for a free Azure trial subscription (a valid credit card is required for verification, but you will not be charged for Azure services). Note that the free trial is not available in all regions.

What you’ll learn

• Using Spark to explore data and prepare for modeling
• Build supervised machine learning models
• Evaluate and optimize models
• Build recommenders and unsupervised machine learning models

Estimate Time : 12 hours

Module 1 Introduction to Data Science with Spark

• Getting Started
• Exploring Data with Spark
• Lab

Module 2 Spark Machine Learning

• Introduction to Machine Learning in Spark
• Pipelines and Text Analysis
• Lab

Module 3 Evaluating and Optimizing Machine Learning

• Evaluating Machine Learning Models
• Optimizing Model Parameters
• Lab

Module 4 Recommenders and Unsupervised Models

• Recommenders
• Clustering
• Lab

Graeme Malcolm
Senior Content Developer
Microsoft Learning Experiences

Graeme has been a trainer, consultant, and author for longer than he cares to remember, specializing in SQL Server and the Microsoft data platform. He is a Microsoft Certified Solutions Expert for the SQL Server Data Platform and Business Intelligence. After years of working with Microsoft as a partner and vendor, he now works in the Microsoft Learning Experiences team as a senior content developer, where he plans and creates content for developers and data professionals who want to get the best out of Microsoft technologies.

Additional information

Certificate