Class Central is learner-supported. When you buy through links on our site, we may earn an affiliate commission.

YouTube

Accelerate and Autoscale Deep Learning Inference on GPUs with KFServing

CNCF [Cloud Native Computing Foundation] via YouTube

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Explore how to accelerate and autoscale deep learning inference on GPUs using KFServing in this 37-minute conference talk from KubeCon + CloudNativeCon Europe 2021. Learn about the challenges of implementing large-scale language models like BERT and GPT-2 for real-time applications, and discover how KFServing provides a simple model serving interface for common model servers. Gain insights into Bloomberg's use of KFServing for deploying BERT models trained on specialized financial news data, addressing scalability, latency, and throughput issues with Knative's Autoscaler and Activator. Delve into performance debugging tips and examine GPU benchmark results for TensorFlow and PyTorch BERT models deployed to KFServing. Understand how KFServing enables hardware acceleration and autoscaling for improved deep learning inference performance in production environments.

Syllabus

Accelerate and Autoscale Deep Learning Inference on GPUs with KFServing - Dan Sun

Taught by

CNCF [Cloud Native Computing Foundation]

Reviews

Start your review of Accelerate and Autoscale Deep Learning Inference on GPUs with KFServing

Never Stop Learning.

Get personalized course recommendations, track subjects and courses with reminders, and more.

Someone learning on their laptop while sitting on the floor.