Azure Machine Learning Training Course

Course Code

azureml

Duration

14 hours (usually 2 days including breaks)

Requirements

  • Experience with the Azure cloud platform

Audience

  • Data Scientists

Overview

Azure Machine Learning is a cloud based platform for building, training, and deploying machine learning models. Azure Machine Learning provides users the ability to create machine learning solutions without a single line of code.

This instructor-led, live training (online or onsite) is aimed at data scientists who wish to use Azure Machine Learning to build end-to-end machine learning models for predictive analysis.

By the end of this training, participants will be able to:

  • Build machine learning models with zero programming experience.
  • Create predictive algorithms with Azure Machine Learning.
  • Deploy production ready machine learning algorithms.

Format of the Course

  • Interactive lecture and discussion.
  • Lots of exercises and practice.
  • Hands-on implementation in a live-lab environment.

Course Customization Options

  • To request a customized training for this course, please contact us to arrange.

Course Outline

Introduction

Azure Machine Learning Overview

  • What is Azure Machine Learning?
  • Azure Machine learning features
  • Azure Machine Learning architecture

Preparing the Machine Learning Operations Environment

  • Setting up Azure Machine Learning lab environment

Data Processing

  • Importing and unzipping data and datasets
  • Transforming and cleaning data
  • Separating training data and test data

Classifications and Regressions

  • Creating binary and multi-binary models
  • Working with regression models
  • Tuning hyperparameters and parameters
  • Implementing predictive and impact analysis
  • Building decision trees and decision forests

Clustering

  • Implementing cluster analysis

NLP

  • Featuring and labeling data
  • Using text analysis

Recommender Systems

  • Working with Matchbox Recommender models

Deployment

  • Creating, exposing, and consuming machine learning model web services

Summary and Conclusion

Testimonials

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★★★★★

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