Udemy MOOC / Non-credit 0

AI Quality Workshop: How to Test and Debug ML Models

Name: AI Quality Workshop: How to Test and Debug ML Models
Price: 19.99 USD
Availability: InStock

About this course

Please note - this course is being reworked and is now lecture only. The free application, hands-on exercises, and quizzes have been removed while the course is being revamped. If you would prefer to take the full version of the course after it is revamped, please check back in Fall/Winter 2024.***Want to skill up your ability to test and debug machine learning models? Ready to be a powerful contributor to the AI era, the next great wave in software and technology?Get taught by leading instructors who have previously taught at Carnegie Mellon University and Stanford University, and who have provided training to thousands of students from around the globe, including hot startups and major global corporations:You will learn the analytics that you need to drive model performanceYou will understand how to create an automated test harness for easier, more effective ML testingYou will learn why AI explainability is the key to understanding the key mechanics of your model and to rapid debuggingUnderstand what Shapley Values are, why they are so important, and how to make the most of themYou will be able to identify the types of drift that can derail model performanceYou will learn how to debug model performance challengesYou will be able to understand how to evaluate model fairness and identify when bias is occurring - and then address itTestimonials from the live, virtual version of the course: "This is what you would pay thousand of dollars for at a university." - Mike"Excellent course!!! Super thanks to Professor Datta, Josh, Arri, and Rick!! :D" - Trevia"Thank you so very much. I learned a ton. Great job!" - K. M. "Fantastic series. Great explanations and great product. Thank you." - Santosh"Thank yo

62/100

CourseAsk score

What the provider tells you: 38/45
Who stands behind it: 8/35
How complete the listing is: 16/20

Scores how much the provider publishes and who stands behind it — not how well it is taught.

What you'll learn

analytics to drive model performance
creating an automated test harness for ML testing
understanding AI explainability
identifying types of drift affecting model performance
debugging model performance challenges
evaluating model fairness and addressing bias

Machine Learning #machine learning #debugging #automated testing #analytics #model performance #bias #model testing #AI explainability #model fairness #Shapley Values

$19.99

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