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IBM Watson OpenScale Methodology - eLearning

  • Tuition USD $162
  • Reviews star_rate star_rate star_rate star_rate star_half 2923 Ratings
  • Course Code W7069G-WBT
  • Duration 6.5 hours
  • Available Formats Self Paced

This IBM Web-Based Training (WBT) is Self-Paced and includes:
- Instructional content available online for duration of course
- Visuals without hands-on lab exercises

You will learn how Watson OpenScale lets business analysts, data scientists, and developers build monitors for artificial intelligence (AI) models to manage risks. You will understand how to use Watson OpenScale to build monitors for quality, fairness, and drift, and how monitors impact business KPIs. You will also learn how monitoring for unwanted biases and viewing explanations of predictions helps provide business stakeholders confidence in the AI being launched into production. Note: This course contains the same topics as 6X240G IBM Watson OpenScale on IBM Cloud Pak for Data WBT.

Skills Gained

- Introduction to IBM Watson OpenScale 
- Watson OpenScale architecture 
- Get started with Watson OpenScale 
- Overview of Watson OpenScale monitors 
- Explore a use case 
- Build and configure the fairness monitor 
- Configure the quality monitor 
- Detect drift and configure the drift monitor 
- Configure application monitors

Who Can Benefit

Analysts, Developers, Data Scientists and others who need to monitor machine learning jobs

Prerequisites

- Basic knowledge of cloud platforms, for example IBM Cloud  
- Basic understanding of machine learning models, and how they are used

Course Details

Course Outline

Introduction to IBM Watson OpenScale 
- Describe the problem that Watson OpenScale solves 
- Describe models, monitors, workflow 
- Describe AIF and AIE 360 toolkits 
- Describe workflow 

Watson OpenScale architecture 
- Describe Watson OpenScale architecture on IBM Cloud and on IBM Cloud Pak for Data 
- Describe how Watson OpenScale works with other cloud services 

Get started with Watson OpenScale 
- Provision from catalog 
- Start working with Watson OpenScale 

Overview of Watson OpenScale monitors 
- Identify the different Watson OpenScale monitors 
- Define how the different monitors are used 

Explore a use case 
- Prepare the model for monitoring 

Build and configure the fairness monitor 
- Features to monitor 
- Values that represent a favorable outcome of the model 
- Reference and monitored groups 
- Fairness thresholds 
- Sample size 
- Insights and explainability 

Configure the quality monitor 
- Quality alert threshold 
- Sample size 
- Insights and explainability 

Detect drift and configure the drift monitor 
- Alert threshold 
- Sample size 
- Insights and explainability 

Configure application monitors 
- Configure application monitors 
- Configure KPI metrics in Watson OpenScale 
- Configure event details 
- Access and visualize custom metrics

When does class start/end?

Classes begin promptly at 9:00 am, and typically end at 5:00 pm.

Does the course schedule include a Lunchbreak?

Lunch is normally an hour long and begins at noon. Coffee, tea, hot chocolate and juice are available all day in the kitchen. Fruit, muffins and bagels are served each morning. There are numerous restaurants near each of our centers, and some popular ones are indicated on the Area Map in the Student Welcome Handbooks - these can be picked up in the lobby or requested from one of our ExitCertified staff.

How can someone reach me during class?

If someone should need to contact you while you are in class, please have them call the center telephone number and leave a message with the receptionist.

What languages are used to deliver training?

Most courses are conducted in English, unless otherwise specified. Some courses will have the word "FRENCH" marked in red beside the scheduled date(s) indicating the language of instruction.

What does GTR stand for?

GTR stands for Guaranteed to Run; if you see a course with this status, it means this event is confirmed to run. View our GTR page to see our full list of Guaranteed to Run courses.

Does ExitCertified deliver group training?

Yes, we provide training for groups, individuals and private on sites. View our group training page for more information.

Does ExitCertified deliver group training?

Yes, we provide training for groups, individuals, and private on sites. View our group training page for more information.

This was my second Tech Data course and I have been very satisficed with both of them.

the class was setup very well and I feel that I will be able to take what I have learned and use.

Great content and great delivery. Will definitely like to take more classes with Ruben if possible

I like the instructor teaching method and well preparedness for the course.

the lab book mentions t3 EC2 instances but it actually should be t2. other than that, the labs were setup very well.

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