Action

Q: How deeply does Natural Language Processing in Action, Second Edition cover action?

Explains predefined and Python actions, external integrations, and YAML story wiring.

As explained in Natural Language Processing in Action, Second Edition

A bot action is an executable response or operation that a conversational system performs after processing user input.

A bot action is an executable response or operation performed after processing a user intent. It may be a predefined utterance or Python code that saves or retrieves database data, invokes a web API, or interacts with another system. section 12.5.1

Rasa uses actions as conversation building blocks:

Predefined response actions send messages such as greetings, permission requests, or confirmation text. section 12.5.1
Custom Python actions perform operations involving databases, web APIs, or other external systems. section 12.5.1
Stories chain intents and actions into YAML-defined multistep dialog scenarios. section 12.5.1

How Natural Language Processing in Action, Second Edition covers it

Cover of Natural Language Processing in Action, Second Edition

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Also explained in

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Grokking SimplicityAn action is a computation whose observable result depends on when or how it is performed and may involve effects beyond producing a value.
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Optimization Algorithms: AI techniques for design, planning, and control problemsAn action is a choice made by a reinforcement-learning agent in a given state that affects subsequent states and rewards.
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Authorization in ActionAn action is an operation that a principal attempts to perform on a resource.
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AI Agents in ActionAn agent action is an operation an agent selects or performs to advance a task.
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Build a Robo-Advisor with Python (From Scratch)An action is a decision selected by an agent that can change the state of its environment.
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Grokking AI Algorithms, Second EditionAn action is a choice or operation that an agent performs in an environment to change its situation or obtain an outcome.
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Practical Automation with PowerShell: Effective scripting from the console to the cloudAn automation action is an individual operation or step performed during an automated process to achieve its goal.
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The Design of Web APIs, Second EditionAn action is the intended effect that an operation applies to a resource, expressed by the main verb in the operation description.
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AI Agents in Action, Second EditionAn action is an operation an AI agent performs that can affect its environment or internal state.
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Experimentation for EngineersA candidate choice made by a contextual bandit, such as displaying one particular post.
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Refactoring to RustAn action is an event or command describing a state transition that a component should process.
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Causal AIAn action is a decision or operation selected by an agent or performed by an individual in a given situation.

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Related concepts

interventioncontrasts with · An intervention is a deliberate, externally imposed change or control applied to a variable or system to alter or assess its behavior or outcomes.
multi-armed banditproduced by · A multi-armed bandit is a sequential decision problem in which an agent chooses among options with uncertain rewards, balancing reward seeking with gathering information about those options.
demonstrationpart of · A demonstration is an example pairing an input, request, or prompt with a corresponding output, answer, or label to illustrate a task or expected behavior.
PARC modelpart of · The PARC model is an authorization framework that describes an access decision using a principal, action, resource, and conditions or context.

This explainer was generated by Manning's knowledge graph from the text of Natural Language Processing in Action, Second Edition. The section links point to the parts of the book it draws on.