May 2022
Beginner to intermediate
272 pages
7h 46m
English
Content preview from Operating AI
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Index
A
- A/B testing framework, 36
- accountability
- accuracy
- actionability, explainable AI (XAI) and, 194
- adjusted R-Squared (adj R2), 150
- AI/ML technology stack, 97–102
- Airbnb, 68
- alerts, model monitoring and, 176
- AlphaGo (DeepMind), 95
- Amazon Elastic Container Service (ECS), 114
- Amazon Elastic Kubernetes Service (Amazon EKS), 114
- Amazon Machine Learning (Amazon ML), 110
- Amazon Redshift, 67
- Amazon SageMaker, 120
- Amazon SageMaker Clarify, 178
- Amazon SageMaker Model Monitor, 177–178
- Amazon Simple Storage Service (Amazon S3), as a technical skill for data engineers, 66–67
- Amazon Web Services (AWS), as a technical skill for data engineers, 66
- AMD Optimizing CPU Libraries (AOCL), in AI/ML technology stacks, 99
- analytics, using on AI performance for human oversight, 197
- anomalies, 6
- Apache Airflow, 68
- Apache Flume, 80
- Apache Hadoop, as a technical skill for data engineers, 66
- Apache Hadoop Distributed File System (HDFS), 57–58, 66–67
- Apache Hive, 68
- Apache JMeter, 112
- Apache Kafka, 67, 80
- Apache MXNet, MLOps and, 109
- Apache Pulsar, 80
- Apache Spark, 64, 65–66
- application programming interfaces (APIs), 232, 233
- application-specific-integrated circuits (ASICs), in AI/ML technology stacks, 99
- architectural search and hyperparameter optimization, AI industrialization and, 132
- architecture costs, of retraining, 160
- Arize AI, 176
- artificial general intelligence (AGI), 4, 209
- artificial ...
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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.