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Home » Marketing AI Glossary & Dictionary for Ad Agencies: Common AI Terms H

Marketing AI Glossary & Dictionary for Ad Agencies: Common AI Terms H

AI Glossary & Dictionary for “H”

Find the Flux+Form AI glossary & dictionary to help you make sense of common AI terms. Below you can find an AI Glossary & Dictionary for “H”:

Hallucination: When generative AI models produce information that is plausible sounding but untrue or fabricated, posing reputational risks.

Hardware Acceleration: The use of specialised hardware (e.g., GPUs, FPGAs) to speed up AI computations.

Hashing: Transforming input data into fixed‑size values, often used in indexing and anonymisation.

Heuristic Function: A function that estimates the cost of reaching a goal, guiding search algorithms.

Hidden Layer: A layer of neurons in a neural network that lies between the input and output layers and learns complex representations.

Hidden Markov Model: A statistical model where the system being modelled is assumed to follow a Markov process with hidden states.

Hierarchical Clustering: A method of cluster analysis that builds a hierarchy of clusters, useful for segmenting audiences at different granularity.

High‑Dimensional Data: Data with many variables; marketing data sets with numerous customer attributes are often high dimensional.

Hot Start: Initializing a model or algorithm with good starting parameters to accelerate convergence.

Human‑in‑the‑Loop: Combining human judgement with AI outputs to refine and oversee automated decisions, essential for sensitive marketing contexts.

Hybrid Model: A system that combines machine‑learning algorithms with rule‑based logic or human inputs to achieve better performance.

Hyperparameter: A configuration parameter that influences how a model is trained but is not learned from data, such as learning rate or number of layers.

Hyperparameter Optimization: The process of searching for the best hyperparameters for a model to maximize performance.

Hyperplane: In classification, the decision boundary that separates different classes in the feature space.

This concludes the AI Glossary & Dictionary for “H”.

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