Workshop: Test your Machine Learning applications better
A comprehensive overview of how to test ML applications
30 Sat 09:30 AM – 03:45 PM IST
The challenges and gaps in quality assurance (QA) and testing of AI applications have largely remained unaddressed. This has contributed to a poor translation rate of ML applications from research to the real world. Unlike traditional software with a well-defined software testing methodology, ML applications have largely taken an ad hoc approach to testing. ML researchers and practitioners often fall back on traditional software testing approaches, which are inadequate for this domain, due to its probabilistic and data dependent nature. Or they rely largely on non-rigorous self-defined quality assurance methodologies.
##Objective of the tutorial: This tutorial aims to:
##Key takeaways from this tutorial:
Find the full workshop schedule here: https://hasgeek.com/anthillinside/testing-machine-learning-applications-workshop/schedule
##Prior background knowledge:
To attend this workshop, participants must have:
This tutorial does not require any prior knowledge in traditional software testing and quality assurance methodologies.
Participants should bring their own laptop to participate in this tutorial. The trainers will provide a list of open source libraries to be installed for the hands-on exercises before the tutorial session.
##About the trainers:
Date: 30 November
Time: 9:30 AM to 3:45 PM
For tickets and other inquiries, email firstname.lastname@example.org or call 7676332020.