Microsoft Cloud Workshop: Big Data & Visualization (40502G)

Microsoft Cloud Workshop: Big Data & Visualization (40502G)

Overview

Duration : 1 Day

In this workshop, you will deploy a web app using Machine Learning (ML) to predict travel delays given flight delay data and weather conditions. Plan a bulk data import operation, followed by preparation, such as cleaning and manipulating the data for testing, and training your Machine Learning model.

Objectives

At the end of this workshop, you will be better able to build a complete machine learning model in Azure Databricks for predicting if an upcoming flight will experience delays. In addition, you will learn to store the trained model in Azure Machine Learning Model Management, then deploy to Docker containers for scalable on-demand predictions, use Azure Data Factory (ADF) for data movement and operationalizing ML scoring, summarize data with Azure Databricks and Spark SQL, and visualize batch predictions on a map using Power BI.

Course Outline

Module 1: Whiteboard Design Session - Big Data and Visualization

Lessons

  • Review the customer case study
  • Design a proof of concept solution
  • Present the solution

Module 2: Hands-On Lab - Big Data and Visualization

Lessons

  • Build a Machine Learning Model
  • Setup Azure Data Factory
  • Develop a data factory pipeline for data movement
  • Operationalize ML scoring with Azure ML and Data Factory
  • Summarize data using HDInsight Spark
  • Visualizing in Power BI Desktop
  • Deploy intelligent web app
None
Course ID:
40502G


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