YoVDO

Operationalizing Large Scale Machine Learning on Cloud TPUs with Google Kubernetes Engine

Offered By: Google Cloud Tech via YouTube

Tags

Machine Learning Courses Orchestration Courses Model Training Courses Generative Models Courses

Course Description

Overview

Save Big on Coursera Plus. 7,000+ courses at $160 off. Limited Time Only!
Discover how to operationalize large-scale machine learning models using Cloud TPUs with Google Kubernetes Engine (GKE) in this 33-minute conference talk. Explore the challenges of efficiently training and operationalizing large-scale models, and learn how companies leverage Cloud TPUs for training generative models. Gain insights into using Cloud TPUs in GKE to create state-of-the-art infrastructure for the full machine learning lifecycle. Delve into topics such as the importance of large models, orchestrators, TPU integration, Cloud TPU MultiSlice, and recent biases. Watch a demo and hear from speakers Vaibhav Singh, Yoav HaCohen, and Matt Hoffman as they share valuable knowledge on unlocking game-changing capabilities for end users through large-scale machine learning.

Syllabus

Introduction
Agenda
Why large models
Orchestrators
TPU Integration
Demo
Cloud TPU MultiSlice
Cloud TPU in GKE
Lightrix
Recent Biases


Taught by

Google Cloud Tech

Related Courses

First Nights - Berlioz’s Symphonie Fantastique and Program Music in the 19th Century
Harvard University via edX
Azure Application Deployment and Management
Microsoft via edX
Building Modern Nodejs Applications on AWS
Amazon Web Services via edX
Implementation Strategies: Cloud Computing
The University of British Columbia via edX
Introducción a Contenedores con Docker y Kubernetes
IBM via Coursera