TONI-JAN KEITH MONSERRAT
University of the Philippines - Los Banos
Toni-Jan Keith Monserrat is a professor and researcher who focuses on Human-Computer Interaction field, working on research in Pedagogy and Technology in Interactive Platforms on Learning. He volunteers his time and expertise to various organizations such as Google Developer Group Philippines, User Experience Philippines, Philippine Web Designers Organization, and ACM Special Interest Group on Computer-Human Interaction. His love for speed and performance as part of the design makes him love his mission to help others do performant-ready web apps and bake into them performance-ready patterns into their design toolset.
Session Title - Deploying and Load Testing your Machine Learning Model API using Google Cloud Platform's Cloud Run, Endpoints, and Kubernetes
Focus Area - AI
2:20PM - 3:20PM
2nd Floor, Meeting Rooms 4-6
So you have your own machine learning model using Tensorflow or FastText, now you want to deploy it as an API for your projects. Now you have to think about rate-limiting, security, authentication, and scalability. Don't fret, in this session, I will show you how to deploy your API (let's say in Python, but it can be done in any language you are comfortable) in Cloud Run, and with the help of GCP Cloud Endpoints, you can also set the rate-limit and authentication configurations. Lastly, I'll show you how to load test your API and profile your API using LocustIO deployed in Kubernetes.