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Developing the skills needed by each role to implement OEA
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Education Systems and OEA Partners need to develop knowledge and skills on Responsible data and AI, data architecture, analytics and data science. Below you can find training from the OEA team and from Microsoft Learn.
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Skills Training Courses
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All
Define the Problem
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DEFINE THE PROBLEM
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Open Education Analytics Overview
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Learn more about how OEA can help you modernize your own data estate.
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DEFINE THE PROBLEM
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OEA Responsible AI Overview
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OEA shows how to ensure data and AI are used responsibly and ethica...
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DEFINE THE PROBLEM
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Use Case Template
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A use case template for education systems to use as they plan how t...
Setup the Modern Data Estate
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SETUP THE MODERN DATA ESTATE
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OEA Architecture Setup
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Using the OEA toolkit, education data teams and researchers can set...
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SETUP THE MODERN DATA ESTATE
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OEA Setup Documentation
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Using the OEA Setup on GitHub, education data teams can setup the m...
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SETUP THE MODERN DATA ESTATE
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Receive data with Azure Data Share and transforming with Azure Data Factory
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Learn how to ingest data from Azure Data Share into Azure Data Fact...
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SETUP THE MODERN DATA ESTATE
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Azure Fundamentals Part 1 - Describe cloud concepts
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Azure fundamentals is a six-part series that teaches you basic clou...
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SETUP THE MODERN DATA ESTATE
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Azure for the Data Engineer
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Explore how the world of data has evolved and how the advent of clo...
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SETUP THE MODERN DATA ESTATE
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Azure Data Fundamentals - Explore core data concept
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Learn the fundamentals of database concepts in a cloud environment,...
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SETUP THE MODERN DATA ESTATE
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Introduction to Azure Synapse Analytics
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Learn the features and components that Azure Synapse Analytics prov...
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SETUP THE MODERN DATA ESTATE
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Perform data engineering with Azure Synapse Apache Spark Pools
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Learn how to perform data engineering with Azure Synapse Apache Spa...
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SETUP THE MODERN DATA ESTATE
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Best practices for serverless SQL pool in Azure Synapse Analytics
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In this article, you'll find a collection of best practices for usi...
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SETUP THE MODERN DATA ESTATE
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Best practices for dedicated SQL pools in Azure Synapse Analytics
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This article provides a collection of best practices to help you ac...
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SETUP THE MODERN DATA ESTATE
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Design a Modern Data Warehouse with Azure Synapse Analytics
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Learn how Azure Synapse Analytics enables you to build Data Warehou...
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SETUP THE MODERN DATA ESTATE
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Work with Data Warehouses using Azure Synapse Analytics
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Explore the tools and techniques that can be used to work with Mode...
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SETUP THE MODERN DATA ESTATE
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Implement a Data Warehouse with Azure Synapse Analytics
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Azure Synapse Analytics provides a relational big data store that c...
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SETUP THE MODERN DATA ESTATE
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Data integration at scale with Azure Data Factory or Azure Synapse Pipeline
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In this learning path, the students will learn how to create and ma...
Explore and Model Data
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EXPLORE AND MODEL DATA
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OEA Overview for Analytics
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With the OEA reference architecture, you can explore and visualize ...
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EXPLORE AND MODEL DATA
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Education Data Visualization in Power BI
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Create interactive dashboards for your education data use cases usi...
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EXPLORE AND MODEL DATA
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Machine Learning (ML) in OEA
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Machine Learning in Synapse and ML Studio
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EXPLORE AND MODEL DATA
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Realize integrated analytical solutions with Azure Synapse Analytic
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Learn how Azure Synapse Analytics enables you to perform different ...
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EXPLORE AND MODEL DATA
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Consume data with Power BI
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Do you want to make business decisions backed by data? Learn how to...
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EXPLORE AND MODEL DATA
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Create and use analytics reports with Power BI
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This learning path introduces you to Power BI, and teaches you to u...
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EXPLORE AND MODEL DATA
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Model interpretability in Azure Machine Learning
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Model interpretability is critical for data scientists, auditors, a...
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EXPLORE AND MODEL DATA
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Azure Synapse Analytics YouTube playlist
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Get familiar with the features that Azure Synapse Analytics provide...
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EXPLORE AND MODEL DATA
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Machine learning fairness
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Learn about machine learning fairness and how the Fairlearn open so...
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EXPLORE AND MODEL DATA
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Create and use analytics reports with Power BI
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This learning path introduces you to Power BI, and teaches you to u...
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EXPLORE AND MODEL DATA
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What is automated machine learning (AutoML)?
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Automated machine learning, also referred to as automated ML or Aut...
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EXPLORE AND MODEL DATA
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Explain machine learning models with Azure Machine Learning
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Many decisions made by organizations and automated systems today ar...
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EXPLORE AND MODEL DATA
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Detect and mitigate unfairness in models with Azure Machine Learning
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Machine learning models can often encapsulate unintentional bias th...
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EXPLORE AND MODEL DATA
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Build and operate machine learning solutions with Azure Machine Learning
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Azure Machine Learning is a cloud platform for training, deploying,...
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EXPLORE AND MODEL DATA
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Cloud Analytics with Microsoft Azure
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Transform your business with the power of analytics in Azure.
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EXPLORE AND MODEL DATA
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Build data analytics solutions using Azure Synapse serverless SQL pools
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Learn how to query and prepare data in an interactive way on files ...
Communicate and Act
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COMMUNICATE AND ACT
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OEA Responsible AI
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OEA shows how to ensure data and AI are used responsibly and ethica...
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COMMUNICATE AND ACT
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Responsible AI - Transparency
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Applying the Responsible AI principle on Transparency.
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COMMUNICATE AND ACT
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Responsible AI - Fairness
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Applying the Responsible AI principle on Fairness.
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COMMUNICATE AND ACT
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Responsible AI - Reliability and Safety
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Applying the Responsible AI principle on Reliability and Safety.
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COMMUNICATE AND ACT
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Responsible AI - Inclusiveness
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Applying the Responsible AI principle on Inclusiveness.
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COMMUNICATE AND ACT
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Responsible AI - Privacy & Security
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Applying the Responsible AI principle on Privacy & Security.
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COMMUNICATE AND ACT
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Responsible AI - Accountability
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Applying the Responsible AI principle on Accountability.
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COMMUNICATE AND ACT
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Insights for Leaders - Introduction
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With the Insights (Preview) app for education leaders, you can get ...
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COMMUNICATE AND ACT
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Insight for Leaders - Install the App
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To use Insights for Leaders and display organization-wide data view...
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COMMUNICATE AND ACT
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Insight for Leaders - Manage Users
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Tenant administrators can add, view, and remove additional user per...
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COMMUNICATE AND ACT
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How to Use Power Apps
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Get started building apps without coding. Start with a canvas or mo...
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COMMUNICATE AND ACT
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How to use Dataverse (Common Data Model)
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Dataverse lets you securely store and manage data that's used by bu...
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COMMUNICATE AND ACT
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Dataverse for Education
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Common Data Model helps customers eliminate data silos, enable powe...