Empower Google Cloud Functions with Machine Learning

Agenda:
5:30 - 6:15 networking
6:15 - 7:15 presentation
7:15 - 8:00 networking

Presentation: Empowering Google Cloud Functions with Machine Learning
Speaker: Hannes Hapke, Caravel AI, VP Engineering + AI
GDE/ML

Abstract: At Caravel, engineers are building conversational AI for eCommerce stores — work that heavily relies on serverless functions and machine learning models.

Due to the limitations of serverless functions, it often doesn't make sense to load the machine learning models directly in the cloud function.

In this talk, Hannes is sharing Caravel's work in integrating machine learning in Google Cloud functions. He is outlining how models are hosted on Google's AI Platform, how the serverless endpoints can interact with the model server and how TensorFlow Extended is simplifying the data preprocessing.

Taking advantage of Google Cloud Functions and models hosted on the AI Platform allows Caravel to scale to ever-changing demands for their applications, but still provides the full machine learning functionality.

Speaker Bio: Hannes Hapke is the VP of Engineering and AI at Caravel (caravelapp.com). Caravel's applications are built on serverless functions and a good number of machine learning models. Hannes is a Google Developer Expert and a co-author of machine learning publications like NLP in Action and upcoming O'Reilly publication on Machine Learning Workflows.