- 🗓 When: Tuesday, Apr 18, 2023 @ LinkedIn One Wilton Park
- 🎞 Talk Video: https://youtu.be/WOrd7l2k-04
- ℹ️ Event page: https://www.meetup.com/pyladiesdublin/events/292562885/
(30 minutes) The aim of this presentation is to illustrate the process of unit testing machine learning code using Python. Although unit testing is a familiar practice among software engineers, it is equally important for data scientists to employ it. The first segment of the talk will be a brief overview of the theory and objectives of unit testing. In the second part, I will provide practical examples of using pytest to test functions which relate to machine learning problems. I will demonstrate how to create a basic test for these types of functions, as well as a parameterized test, a mock, and a fixture.
I am a data scientist based in Dublin, Ireland. I have over three years of experience in machine learning projects. I acquired my analytical and coding skills in areas such as e-commerce, insurance and utilities. Currently, I work as a data scientist at CKDelta - a fast-growing data innovation start-up. In my current role, I am responsible for developing ML models and implementing MLOps practices.
Partners We would like to thank the following:
- LinkedIn: For hosting
- Coding Grace: Streamyard for our virtual events
- PSF: Meetup fees
- PyLadies
Submit your talk details: https://share-eu1.hsforms.com/1HHEGqvm2Q_-B3vqjq53EfQf1bg5
For example: organising, collaboration, sponsoring, hosting, and more
Questions: dublin@pyladies.com