January 2025
Intermediate to advanced
448 pages
9h 22m
English
book
The Definitive Guide to Machine Learning Operations in AWS: Machine Learning Scalability and Optimization with AWS
by Neel Sendas, Deepali Rajale
Content preview from The Definitive Guide to Machine Learning Operations in AWS: Machine Learning Scalability and Optimization with AWSBecome an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.
Index
A
Activation-aware Weight Quantization (AWQ)
Amazon Augmented AI (A2I)
Amazon Machine Images (AMIs)
Amazon Music
BART transformer model
business goal
challenges
deep learning
G5 instances
GPU utilization
inference latency
outcomes
platform
solutions
Amazon Simple Storage Service (Amazon S3)
Amazon Web Services (AWS)
automate operations
CI/CD
components
cost optimization
data management/processing
Lake House architecture
low-code (no-code)services
SageMaker
self-managed cluster
Spark process
visualization
deployment
Kubernetes service
latency/scalability
real-time vs. batch inference
evolution of
Fargate
generative AI
Lambda
lineage tracking model
logging/auditing
microservices
monitoring/observability service
NatWest
operational excellence
performance efficiency
reliability
retraining/updating ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.