Communicate Results to Stakeholders-Overview
Course Intro: Finalize a Data Science Project
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Overview
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Communicate Results to Stakeholders-Present Model Results
Audience and Insights
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Factors That Drive Outcomes
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Present Model Results
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Communicate Results to Stakeholders-Enhance Presentations with Visuals
Visuals and Dashboards
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Cumulative Gains Charts and Lift Charts
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Guidelines for Communicating Results to Stakeholders
Demonstrate Models in a Web App-Overview
Overview
Demonstrate Models in a Web App-Web App Technologies
Web App
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HTML, CSS, and JavaScript
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Web Frameworks
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Flask and Django
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Guidelines for Demonstrating Models in a Web App
Demonstrating Models in a Web App (Part 1 of 3)
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Demonstrating Models in a Web App (Part 2 of 3)
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Demonstrating Models in a Web App (Part 3 of 3)
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Implement and Test Production Pipelines-Overview
Overview
Implement and Test Production Pipelines-Production Pipelines
Put a Model into Production
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Data Pipelines
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Model Drift
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Docker and Kubernetes
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Amazon SageMaker and Azure Machine Learning
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Monitor Models in Production
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Guidelines for Implementing and Testing Production Pipelines