IL - Cloud Workshop: Machine Learning

Course Overview

In this whiteboard design session, you will work with a group to design and implement a solution that combines Azure Databricks with Azure Machine Learning service to build, train and deploy the machine learning and deep learning models. You will learn how to use automated machine learning, model lifecycle management from training to deployment, in batch and real-time inferencing scenarios, and construct deep learning models for Natural Language Processing (NLP) in text classification and forecasting against time-series data. Finally, you’ll learn to compare data with PyTorch and Keras for deep learning. 

Course Details
  • Duration: 1 Day
  • Level: 300

Who this course is designed for
  • This workshop is intended for Cloud Architects and IT professionals who have architectural expertise of infrastructure and solutions design in cloud technologies and want to learn more about Azure and Azure services as described in the ‘About this Course’ and ‘At Course Completion’ areas. Those attending this workshop should also be experienced in other non-Microsoft cloud technologies, meet the course prerequisites, and want to cross-train on Azure.

What You Will Learn

  • The capabilities and implementation solutions of Azure Machine Learning and Azure Databricks

Prerequisites:

  • Working knowledge of Azure

Course Outline

Module 1: Whiteboard Design Session - Machine Learning
Lessons: 
Review the customer case study 
Design a proof of concept solution
Present the solution

Module 2: Hands-on lab - Machine Learning
Lessons: 
Creating a forecast model using automated machine learning 
Understanding the automated ML generated forecast model using model explainability 
Creating a deep learning model (RNN) for time series data and registering the model 
Using a forecast model for scoring of streaming telemetry 
Creating a deep learning text classification model 

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Contact the experts at Opsgility to schedule this class at your location or to discuss a more comprehensive readiness solution for your organization. Contact us to enroll or book a class

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