The talk will focus on building a FastAPI application to serve simple NLP and object detection models aimed for production use-cases. Beginning with a brief introduction to building servers using Python covering the basics for beginners, then exploring/discussing alternatives to using REST (such as gRPC), and finally a live coding for building out the application itself. At the end, a short intro to cloud deployment using Deploifai. Details on building the machine learning model will be out of scope, but can be discussed if people are interested!
Disclaimer: I have co-founded Deploifai that is a developer tool for machine learning engineers. The tool is free to use for developers, with some modules going open-source.
Date and Time : October 29, 2022 / 14:45-15:15 ( UTC+8 ) Language : English Speaker : Mr. Utkarsh Goel / Deploifai / Hong Kong
Speaker Introduction
Mr. Utkarsh Goel
Utkarsh graduated from HKU and is currently the Co-founder and Head of Technology at Clearbot which is a robotics company in Hong Kong. Utkarsh is also building Deploifai which is an MLOps platform for developers.