Microsoft Cloud Workshop: Machine Learning (40561G)

Microsoft Cloud Workshop: Machine Learning (40561G)

Overview

Duration : 1 Day

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.

Objectives

After completing this course, students will understand:
  • The capabilities and implementation solutions of Azure Machine Learning and Azure Databricks.
Course OutlineModule 1: Whiteboard Design Session - Machine LearningLessons
  • Review the customer case study
  • Design a proof of concept solution
  • Present the solution
Module 2: Hands-on lab - Machine LearningLessons
  • 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 
None
Course ID:
40561G


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