Course Outline

Introduction

Overview of Azure Machine Learning for Government

  • What is Azure Machine Learning?
  • Key Features of Azure Machine Learning for Government
  • Architecture of Azure Machine Learning for Government

Preparing the Machine Learning Operations Environment for Government

  • Setting up an Azure Machine Learning Lab Environment for Government

Data Processing for Government

  • Importing and Unzipping Data and Datasets for Government
  • Transforming and Cleaning Data for Government
  • Separating Training Data and Test Data for Government

Classifications and Regressions for Government

  • Creating Binary and Multi-Class Models for Government
  • Working with Regression Models for Government
  • Tuning Hyperparameters and Parameters for Government
  • Implementing Predictive and Impact Analysis for Government
  • Building Decision Trees and Decision Forests for Government

Clustering for Government

  • Implementing Cluster Analysis for Government

Natural Language Processing (NLP) for Government

  • Featuring and Labeling Data for Government
  • Using Text Analysis for Government

Recommender Systems for Government

  • Working with Matchbox Recommender Models for Government

Deployment for Government

  • Creating, Exposing, and Consuming Machine Learning Model Web Services for Government

Summary and Conclusion for Government

Requirements

  • Experience with the Azure cloud platform for government

Audience

  • Data Scientists in public sector roles
 14 Hours

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