Continuous Delivery for Machine Learning
XConf Unplugged is a community for technologists. We'll keep you plugged in and up-to-date with breaking technology changes, updates and news. This event is the fifth in our series and is focused on Continuous Delivery for Machine Learning.
Join us on Wednesday 27th November at our Soho London office for our Continuous Delivery for Machine Learning workshop. In this hands-on training we will demonstrate how to apply CD4ML. Using a real Machine Learning application in a live scenario, you will learn how to:
- Create your deployment pipelines
- Version your model training workflow to make it reproducible
- Improve your model in a development environment, test its performance, and depending on the outcome, automatically deploy the new model into a production environment
- Track model performance across various experiments
- Monitor and observe your model in production to close the data feedback loop
For this workshop you will need:
- Basic knowledge of Machine Learning
- A laptop (and charger) with a working Docker environment installed
- A Github account