INTRODUCTION – Microsoft Azure Database, Analytics, & Compute Services This week, you are going to learn about various database services in Microsoft Azure such as Azure Cosmos DB, Azure SQL database, Azure SQL managed instance, Azure Database for MySQL, and finally, Azure Database for PostgreSQL. Beyond databases in Azure, you will learn about various big … Read more
INTRODUCTION – Microsoft Azure Storage & Networking Services Exploration of Azure Storage options available for different scenarios for the week. You will actually focus on Azure Blob Storage, Azure Disk Storage, Azure Files, and also Blob access tiers. Apart from that, you will also explore some of the amazing networking resources in Azure. You can … Read more
INTRODUCTION – AI Services & Solutions The exploration module on Azure Services for AI and software development will help you learn important tools and services from Microsoft that will enhance your knowledge as you would be ready to assess how you would apply such learning in improving business management processes. You would also be trained … Read more
INTRODUCTION – Microsoft Azure Serverless Technology & IoT They come up with introductions to the serverless computing technologies of Azure and some Azure IoT services. They will take you through in-depths learning about the features and applications of the two technologies and how they will enhance business operations. You will also learn how to analyze … Read more
INTRODUCTION – Managing Costs & SLA Service Cycles Within this course, you will delve into the prominent factors affecting the cost of clouds and discover ways and tools to predict and manage them effectively. You will learn a great deal about service-level agreements (SLAs) in Microsoft Azure and how these impact decisions in the application-design … Read more
INTRODUCTION – Use The Azure Machine Learning SDK To Train A Model Doing so, you will learn to provision and use an Azure Machine Learning workspace in this module. By immersing yourself in different tools and interfaces, you will conduct code-based experiments in the workspace. At the end of this module, you will have learned … Read more
INTRODUCTION – Orchestrate Pipelines And Deploy Real-Time Machine Learning Services With Azure Machine Learning This will also be setting up practice pipelines to enable DevOps around machine learning workflows. In this module, you’ll learn how to create, publish, and run pipelines for training models with Azure Machine Learning. You will already have learned how to … Read more
INTRODUCTION – Deploy Batch Inference Pipelines And Tune Hyperparameters With Azure Machine Learning Predictive modeling through batch processing of large data sets is the mainstay of machine learning models. In this module, learn using Azure Machine Learning to publish a batch inference pipeline for trimming extensive batch prediction errands. Perform massive cloud-scale experimentation with the … Read more
INTRODUCTION – Select Models And Protect Sensitive Data In this module, you’ll learn to utilize automated machine learning in Azure Machine Learning to fit the best model for the best data. You’ll study differential privacy, which is an advanced method that produces useful observations while hiding value information which could otherwise uniquely identify a person. … Read more
INTRODUCTION – Monitor Machine Learning Deployments Biases present in machine learning models may lead them to give biased results. This module will cover how you can apply Fairlearn and Azure Machine Learning to discover and reduce these biases in your models. You will also learn to employ telemetry for assessing the performance of models after … Read more