How deeply does Machine Learning System Design cover uptime?

Defines pipeline and distributed-store availability, then contrasts valid responses with guarantees of freshness.

Uptime

As explained in Machine Learning System Design

The property that required data and related systems can be obtained or accessed reliably by a system and its engineers.

Availability depends on what must stay accessible. In a data pipeline, it means having data ready to feed the system before it runs. For a distributed data store, it means every request receives a valid response, though that response may not contain the latest data. section 6.6 section 16.2

When a network partition forces a choice, a system can cancel an operation to favor consistency or proceed to preserve availability, potentially returning stale data. Pipeline availability is also one of three criteria, alongside reproducibility and consistency. section 16.2 section 6.8

How Machine Learning System Design covers it

liveBook manning.com

Read Machine Learning System Design on liveBook Get the book at manning.com

Also explained in

liveBook manning.com

Amazon Web Services in Action, Third Edition: An in-depth guide to AWSHigh availability is the property of a system remaining operational with minimal interruption despite component failures.
liveBook manning.com

100 SQL Server Mistakes and How to Avoid ThemHigh availability is the capability of a system to remain accessible and operational despite failures or maintenance events.
liveBook manning.com

Elixir in Action, Third EditionA high-availability system is a system designed to provide service continuously with minimal downtime.
liveBook manning.com

Google Anthos in ActionHigh availability is the property of a system remaining operational with minimal interruption despite component failures or maintenance.
liveBook manning.com

PostgreSQL Mistakes and How to Avoid ThemA system design property that minimizes service interruption and maintains access during failures or maintenance.
liveBook manning.com

Data-Driven CybersecurityThe degree or proportion of time that a system is operational and accessible when needed.
liveBook manning.com

Kubernetes for DevelopersHigh availability is the property of an application remaining operational despite failures of individual infrastructure components or failure domains.
liveBook manning.com

Generative AI in ActionThe property of a system remaining operational and accessible for a high proportion of time.
liveBook manning.com

Architecting an Apache Iceberg LakehouseHigh availability is the capability of a system to remain operational with minimal interruption despite component or site failures.
liveBook manning.com

Think Like a CTOUptime is the proportion or duration of time during which a system or service is available and operating normally.
liveBook manning.com

Terraform in Depth: Infrastructure as Code with Terraform and OpenTofuHigh availability is a system design property that minimizes service interruption by avoiding dependence on a single failure domain.
liveBook manning.com

Effective Platform EngineeringHigh availability is the design of a system to maintain service access despite component failures or maintenance.
liveBook manning.com

Kafka for ArchitectsHigh availability is the property of a system remaining operational despite failures of individual components.
liveBook manning.com

Data Without LabelsAvailability is the degree to which required data can be obtained and accessed for a particular use case without operational or permission barriers.
liveBook manning.com

Microsoft Azure in ActionHigh availability is the property of a system remaining accessible and operational for a high proportion of required service time.
liveBook manning.com

Platform Engineering on KubernetesHigh availability is a system property that minimizes service interruption through redundancy and failure tolerance.
liveBook manning.com

Starting Data Analytics with Generative AI and PythonAvailability is the likelihood that a system is operational and accessible when needed.
liveBook manning.com

Build AI-Enhanced Web AppsHigh availability is the capability of a system to remain operational with minimal interruption despite component failures.
liveBook manning.com

MongoDB 8.0 in Action, Third EditionHigh availability is an operational property in which a system remains accessible despite component failures or maintenance.

Compare how 20 books explain uptime →

Related concepts

CIA triadpart of · The CIA triad is an information-security model comprising confidentiality, integrity, and availability as core protection objectives.
resiliencecontrasts with · Resilience is the capacity of a system or organization to withstand disruption, adapt, recover, or continue functioning acceptably.
meanhas part · A mean is a measure of central tendency, calculated as the arithmetic average of values or, for a random variable, as the probability-weighted average of its possible values.
CAP theoremused by · The CAP theorem is a distributed-systems impossibility result stating that consistency, availability, and partition tolerance cannot all be guaranteed during a network partition.
durabilitycontrasts with · Durability is the capacity of data, systems, or other artifacts to persist or remain usable over time despite failures or change.
consistencycontrasts with · Consistency is the property of related data, behavior, outputs, or states agreeing with one another or conforming to defined rules across relevant instances or operations.

This explainer was generated by Manning's knowledge graph from the text of Machine Learning System Design. The section links point to the parts of the book it draws on.