SDK DETAILS:
** Additional resources: **
- OpenScale Identity and Access management
- Assigning access to account management services
- Supported machine learning engines, frameworks and models
Tutorial 1: Working with Watson Machine Learning engine
- Step 1: Credit risk prediction model creation, deployment as web-service and monitoring using Watson OpenScale - notebook
Tutorial 2: Working with Azure Machine Learning Studio engine
- Step 1: Data mart creation, model deployment monitoring and data analysis - notebook
Tutorial 3: Working with Azure Machine Learning Service engine
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Step 1: Model creation with Azure Service and deployment - notebook
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Step 2: Data mart creation, deployment wrapper for payload logging, model deployment monitoring and data analysis - notebook
Tutorial 4: Working with Amazon SageMaker Machine Learning engine
- Step 1: Creation and deployment of credit risk prediction model - notebook
- Step 2: Data mart creation, model deployment monitoring and data analysis - notebook
Tutorial 5: Working with Image-based models
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Step 1: Watson OpenScale Explanation for Image Binary Classification Model- notebook
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Step 2: Watson OpenScale Explanation for Image Multiclass Classification Model- notebook
Tutorial 6: Working with Text-based models
- Step 1: Watson OpenScale Explanation for Text based Binary Classification Model- notebook
Tutorial 7: Working with Regression models
- Step 1: Watson OpenScale monitoring for Regression Model- notebook
Tutorial 1. Working with Watson Machine Learning engine on CP4D
- Step 1: Credit risk prediction model creation, deployment as web-service and monitoring using Watson OpenScale - notebook
Tutorial 2. Working with IBM SPSS C&DS engine
- Step 1: Data mart creation, model deployment monitoring and data analysis - notebook
Tutorial 3. Working with Batch Support (Quality and Drift ONLY)
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Step 1: Generate common configuration for batch subscriptions - notebook
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Step 2: Analyze drifted transactions for batch subscriptions- notebook
Tutorial 4. Working with Batch Support using IBM Analytics Engine - notebook
Tutorial 5. Working with Batch Support using Remote Spark Engine - notebook
Watson OpenScale Model Risk Management
- Tutorial 1. OpenScale Model Risk Governance with OpenPages Integration on IBM Cloud - notebook
- Tutorial 2. OpenScale Model Risk Management on IBM Cloud - notebook
Watson OpenScale Indirect Bias detection
- Tutorial 1: Watson OpenScale indirect bias detection for protected features - notebook