“It is better to know how to learn than to know.” - Dr. Seuss
Sarit Pinhas
Senior Software Engineer
English, Hebrew
Languages:
Location:
Tel Aviv, Israel
Can also give an online talk/webinar
Paid only. Contact speaker for pricing!
MYTALKS
Serving TensorFlow models with Kubernetes
Software Engineering, Data / AI / ML, Backend
The rapid growth of using machine learning for modelling and prediction raises the need for monitored pipeline for serving ML models. In this walk, you will get a better understanding about best practices for building and architecting TensorFlow models' serving pipeline, and the various production aspects of building this pipeline including deploying the serving application on Kubernetes and monitoring performance, response time and health. I will also demonstrate the advantages of using this architecture - easily managing the models' versions and improved work between engineering and research teams.