Demo: SmartCon

SmartCon demostrate the ability to apply DevOps practices like to Canary Releasing and A/B Testing to Machine Learning models.

Demo

• Get ready
  Create and setup the required infrastructure
• Release - SmartCon 1.0 Release the first version of the application without recommendations.
• Canary release - SmartCon 1.1
  Release the application which includes additional service which contains the ML model for recommendations.
• Canary release - SmartCon Recommendations 1.1
  Release a new version of the recommendation model which has a smarter model for recommendations.
• A/B Test - SmartCon Recommendations 1.1 & 1.2
  Try out a new recommendation model in production.

Tools

Collector

Collector is a scraper for KubeCon Europe 2019. It will get the schedule from Sched and scrape out the information from the sessions.

virtualenv --python=python3 .env && source ./.env/bin/activate
pip3 install -r ./collector/requirements.txt
python ./collector/collect.py