IBM Watson OpenScale for IBM Cloud Pak for Data (V3.0.x) eLearning

Introduction to IBM Watson OpenScale 
• Describe the problem that Watson OpenScale solves 
• Describe how Watson OpenScale can help 
• Explain important terms in the contect of trust in AI 

IBM Watson OpenScale technical architecture 
• Describe Watson OpenScale architecture for IBM Cloud Pak for Data 
• Describe Watson OpenScale components and services 
• Describe the various types of data 

Get started with IBM Watson OpenScale on IBM Cloud Pak for Data 
• Describe the Watson OpenScale system setup 
• Describe the Watson OpenScale data mart 
• Set up a machine learning provider 
• Specify the model details 

Overview of Watson OpenScale monitors 
• Identify the different Watson OpenScale monitors 
• Describe explanations 

Explore a use case for Watson OpenScale 
• Describe how Watson OpenScale can provide trust in AI in a credit risk example 

Configure a quality monitor 
• Describe the type of data required to monitor quality 
• Explain quality metrics for categorical labels 
• Explain quality metrics for quantative labels 
• Configure a quality monitor 
• Explain predictions 

Configure a fairness monitor 
• Explain the idea behind assessing fairness 
• Describe the type of data required to monitor fariness 
• Configure a fairness monitor 

Detect drift and configure the drift monitor 
• Describe the two types of drift 
• Describe the type of data required to monitor fariness 
• Configure a drift monitor 

Monitor a deployed model in production 
• Put a model monitor into production 
• Provide feedback data for the quality monitor 
• Provide payload data for the fairness and drift monitor

Business Analysts, Data Scientists, Developers, Researchers, and others who need to monitor machine learning models

• Basic knowledge of cloud platforms, for example IBM Cloud  
• Basic understanding of machine learning models, and how they are used 
• IBM Cloud Pak for Data (V3.0.x): Foundations - 6X336G (recommended) 

• Introduction to IBM Watson OpenScale 
• IBM Watson OpenScale technical architecture 
• Get started with IBM Watson OpenScale on IBM Cloud Pak for Data 
• Overview of Watson OpenScale monitors 
• Explore a use case for Watson OpenScale 
• Configure a quality monitor 
• Configure a fairness monitor 
• Detect drift and configure the drift monitor 
• Monitor a deployed model in production