Infrastructure as code

Q: How deeply does Delivering Machine Learning Projects: From design to deployment cover infrastructure as code?

Explains rapid instantiation, inspection, and reporting, but does not detail definition syntax or automation internals.

As explained in Delivering Machine Learning Projects: From design to deployment

Infrastructure as code is the declarative or programmatic management of computing infrastructure through versioned machine-readable definitions.

Infrastructure as code uses machine-readable definitions to manage and rapidly instantiate computing infrastructure. It supports repeatable project delivery by creating required environments and services without bespoke infrastructure. section 6.6.1

A practical IaC delivery checkpoint includes:

Instantiate development, test, and production environments in the project landing zone. section 6.6.1
Verify the build through straightforward inspection when scale and bespoke infrastructure do not introduce delays. section 6.6.1
Prepare, file, and communicate an infrastructure report according to the agreed policy. section 6.6.1

Bike Shop landing zone

A delivery team uses IaC to spin up dev, test, and production environments for the Bike Shop project, then inspects the build and records the result in an infrastructure report. section 6.6.1

How Delivering Machine Learning Projects: From design to deployment covers it

Cover of Delivering Machine Learning Projects: From design to deployment

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Also explained in

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Infrastructure as Code, Patterns and Practices: With examples in Python and TerraformAn infrastructure as code tool is software that provisions, configures, updates, or otherwise manages infrastructure from code or declarative configuration.
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Effective Platform EngineeringInfrastructure as code is the practice of defining and managing infrastructure through machine-readable configuration files and automation.
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Acing the CCNA Exam: Volume 2 Advanced Networking and SecurityInfrastructure as code is the practice of defining and managing infrastructure through machine-readable configuration rather than manual operations.
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Bootstrapping Microservices, Second Edition: With Docker, Kubernetes, GitHub Actions, and TerraformThe practice of defining, provisioning, and managing infrastructure through machine-readable code.
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Terraform in Depth: Infrastructure as Code with Terraform and OpenTofuInfrastructure as code is the practice of defining and managing infrastructure through machine-readable configuration files and software development workflows.
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Azure SecurityInfrastructure as code is the practice of defining and managing infrastructure through machine-readable configuration files and automation rather than manual procedures.
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AI-Powered Developer: Build software with ChatGPT and CopilotInfrastructure as code is the practice of defining and managing infrastructure through versioned machine-readable configuration rather than manual operations.
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Automating API DeliveryInfrastructure as code is the declarative definition and management of infrastructure resources and topologies in version-controlled files.
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Amazon Web Services in Action, Third Edition: An in-depth guide to AWSInfrastructure as code is the practice of defining and provisioning computing infrastructure through machine-readable code or declarative configuration.
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Google Anthos in ActionInfrastructure as Code is the practice of defining and managing computing infrastructure through machine-readable configuration rather than manual procedures.
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Write Powerful Rust MacrosInfrastructure as code is the practice of defining and managing computing infrastructure through executable code or declarative machine-readable configuration.
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Kafka for ArchitectsInfrastructure as code is the practice of defining and managing infrastructure through machine-readable declarative or procedural files.
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Secure APIsInfrastructure as code is the management of infrastructure through machine-readable code rather than exclusively through manual configuration.

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Related concepts

Terraformimplemented by · Terraform is an open-source infrastructure-as-code tool for defining, provisioning, and managing infrastructure resources through declarative configuration.
versioninguses · The practice of identifying and managing successive revisions of files, data, models, interfaces, or other artifacts so changes can be tracked and earlier states recovered.
declarative programmingused by · Declarative programming is a programming paradigm that specifies desired results, states, relationships, or rules without prescribing the step-by-step operations that produce them.
GitOpsused by · GitOps is an operational approach that uses version-controlled declarative configuration as the source of truth and automation to apply or reconcile system state.
Ansibleincludes · Ansible is an open-source automation and configuration-management tool for configuring systems, deploying applications, and orchestrating tasks across managed hosts.

This explainer was generated by Manning's knowledge graph from the text of Delivering Machine Learning Projects: From design to deployment. The section links point to the parts of the book it draws on.