Planning Algorithm

Fuzzy Logic

A form of logic that handles approximate reasoning, allowing variables to have degrees of truth rather than strict binary true/false values.

Bayesian Reasoning

A statistical approach to AI that uses Bayes' theorem to update probability estimates as new evidence becomes available.

Heuristic Search

Problem-solving techniques that use practical rules of thumb to find satisfactory solutions when exhaustive search is impractical.

State Space Search

A method of problem-solving that represents all possible states of a system and searches for a path from initial to goal state.

Constraint Satisfaction

A computational approach where problems are defined as a set of variables, domains, and constraints that must all be simultaneously satisfied.

Forward Chaining

An inference strategy that starts with known facts and applies rules to derive new conclusions until a goal is reached.

Backward Chaining

An inference strategy that starts with a goal and works backward through rules to determine what facts must be true.

Abductive Reasoning

A form of logical inference that seeks the simplest and most likely explanation for a set of observations.

Artificial intelligence algorithms processed locally on edge devices rather than in centralised cloud data centres.

The coordination and management of multiple AI models, services, and workflows to achieve complex end-to-end automation.

The process of optimising the external configuration settings of a machine learning model that are not learned during training.

An approach to AI that uses human-readable symbols and rules to represent problems and derive solutions through logical reasoning.

The research field focused on ensuring AI systems act in accordance with human values, intentions, and ethical principles.

The practice of designing and optimising input prompts to elicit desired outputs from large language models.

The process of determining cause-and-effect relationships from data, going beyond correlation to establish causation.

The branch of ethics examining moral issues surrounding the development, deployment, and impact of artificial intelligence on society.