Wednesday 27 November 18:00 - 22:00

ThoughtWorks
Level 1
76 - 78 Wardour Street
London
W1F 0UR

Tickets Unavailable
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XConf Unplugged: Continuous Delivery for Machine Learning

Science & Technology

XConf Unplugged: 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

Please see a more detailed agenda below:

Agenda

6.00 - 6.30pm:ย Welcome drinks and nibbles

6.30 - 9.00pm: CD4ML workshop
Exercise 1: Setup
Exercise 2:ย Deployment Pipeline
Exercise 3: ML Pipeline
Demonstration: Tracking Experiments & Model Monitoring

9.00pm - 10.00pm:ย Networking

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