July 2020
Intermediate to advanced
364 pages
9h 2m
English
Content preview from Building Machine Learning PipelinesBecome 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,
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Index
A
- A/B testing of models, using TensorFlow Serving, Model A/B Testing with TensorFlow Serving
- access scope for Kubernetes cluster nodes, Pipeline Setup
- accuracy, Classification Metrics
- equal accuracy for all groups, Model Analysis for Fairness
- AI Platform (see Google Cloud AI Platform)
- AirflowDagRunner, Pipeline Setup, Pipeline Setup
- AirflowPipelineConfig, Pipeline Setup
- ai_platform_trainer_executor.GenericExecutor, Running the Trainer Component
- analysis, Model Analysis and Validation
- (see also model analysis and validation)
- analysis step in TensorFlow Transform execution, Preprocessing Strategies
- model explainability versus, Model Explainability
- annotations
- crowdsourcing, Crowdsourcing the Annotations
- expert, Expert Annotations
- anonymization, Other Methods for Data Privacy
- Apache Airflow, Apache Airflow, Introduction to Apache Airflow-Pipeline Execution
- installation and initial setup, Installation and Initial Setup-Installation and Initial Setup
- orchestrating TFX pipelines with, Orchestrating TFX Pipelines with Apache Airflow-Pipeline Execution
- pipeline execution, Pipeline Execution
- setting up TFX pipeline, Pipeline Setup
- setting up basic pipeline, Basic Airflow Example-Putting it all together
- project-specific configurations, Project-specific configurations
- putting it all together, Putting it all together-Putting it all together
- task definitions, Task definitions
- task dependencies, Task dependencies
- simple interactive pipeline conversion for, Simple Interactive Pipeline Conversion for Beam and Airflow ...
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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.