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Artificial intelligence and data

3,135 articles

General

Wavelet neural network

A wavelet neural network, or wavelet network, is a one-hidden-layer neural network whose hidden units use wavelet activation functions, proposed by Zhang and Benveniste in 1992.

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WaveNet

WaveNet, also known as DeepMind WaveNet, is a neural network model of raw audio introduced by Google DeepMind in September 2016, led by Aaron van den Oord.

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Wayve

Wayve Technologies is a British artificial intelligence company headquartered in London, founded in 2017 by Alex Kendall and Amar Shah, developing end-to-end deep learning systems for automated driving.

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Weak supervision

Weak supervision is a machine learning approach that trains models from cheap, noisy, or coarse labels instead of hand-labeled data, covering incomplete, inexact, and inaccurate supervision.

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Weakly supervised learning

Weakly supervised learning trains machine learning models from incomplete, inexact, or inaccurate labels instead of costly fully annotated ground truth, covering detection, segmentation, and classification.

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Weakly supervised object detection

Weakly supervised object detection (WSOD) trains models to classify and locate objects in images using only cheap image-level class labels instead of costly bounding-box annotations.

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Web of Science

Web of Science, also known as Web of Knowledge, is a subscription citation database owned by Clarivate that indexes scholarly journals, books, and conference proceedings.

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Web Ontology Language

The Web Ontology Language (OWL) is a W3C-standardized Semantic Web language for representing rich knowledge in a form computer programs can reason over, first published in 2004.

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Weight decay

Weight decay is a regularization technique for training neural networks in which weights are multiplicatively shrunk toward zero each step, traditionally by adding an L2 penalty to the loss function.

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Weight initialization

Weight initialization, also called parameter initialization, is the assignment of starting values to a neural network's weights before training, since poor scaling can keep deep networks from training at all.

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Weighted ensemble simulation

Weighted ensemble (WE) simulation is a path-sampling method that runs many short, unbiased trajectory segments in parallel, adjusting their statistical weights to estimate rare events and long-timescale kinetics.

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Weisfeiler-Lehman Network

The Weisfeiler-Lehman Network (WLN) is a graph neural network proposed by MIT researchers at NIPS 2017 that predicts organic reaction products by identifying the reaction center, outperforming template-based methods.

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Westlaw

Westlaw is an online legal research service owned by Thomson Reuters that provides searchable case law, statutes, and regulations with the KeyCite citator and AI research tools.

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Whale optimization algorithm

The whale optimization algorithm (WOA) is a swarm intelligence metaheuristic proposed by Seyedali Mirjalili and Andrew Lewis in 2016, modeled on humpback whale bubble-net hunting.

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Wheatley (Portal)

Wheatley is a fictional robot character in Valve's 2011 puzzle game Portal 2, formally the Intelligence Dampening Sphere, a bumbling personality core voiced by the English comedian Stephen Merchant.

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WhyLabs

WhyLabs (WhyLabs, Inc.) was a Seattle AI observability company founded in 2019, maker of the AI Control Center and open-source whylogs and LangKit; it raised $14M, was reportedly acquired by Apple in 2025, then discontinued operations and open-sourced its platform.

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whylogs

whylogs is WhyLabs' open source, Apache-2.0 data logging library that generates compact, mergeable statistical profiles of datasets for drift, data quality, and ML monitoring; its commercial host WhyLabs shut down in 2025.

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Wide neural network

A wide neural network is one with very large hidden layers, often studied in an infinite-width limit where training simplifies to kernel methods such as the neural tangent kernel.

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Wikidata

Wikidata, also known as Wikidata.org, is a free multilingual knowledge base of structured data that the Wikimedia Foundation launched in 2012 to supply other Wikimedia projects.

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Wikipedia

Wikipedia is a free, web-based encyclopedia written and edited by volunteers and hosted by the Wikimedia Foundation, launched on January 15, 2001 as the offshoot of the expert-written Nupedia.

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WikiSQL

WikiSQL is a 2017 Salesforce text-to-SQL benchmark of 80,654 crowd-annotated question-SQL pairs over 24,241 Wikipedia tables, introduced with Seq2SQL, restricted to simple single-table queries, later criticized as saturated and superseded by Spider and BIRD.

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WikiText-103

WikiText-103 is a word-level language modeling dataset of over 103 million tokens from verified Good and Featured English Wikipedia articles, introduced in 2016 by Salesforce Research.

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Wildcard character

A wildcard character is a symbol in a search pattern that stands for one or more characters, used in shell globbing, SQL LIKE queries, and regular expressions.

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Window function

A window function, also called a tapering or apodization function, weights a finite signal segment before Fourier analysis, reducing spectral leakage at the cost of frequency resolution.

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Word alignment

Word alignment is the natural language processing task of identifying which words in a source sentence correspond to words in its translation, central to statistical machine translation.

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Word count

Word count is the number of words in a document or passage, used to enforce submission limits, track writing progress, price translation work, and estimate reading time.

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Word embedding

A word embedding (also word vector) is a learned vector representation of a word in which words used in similar contexts end up close together.

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Word error rate

Word error rate (WER) is the standard metric for evaluating automatic speech recognition systems, counting substitutions, deletions, and insertions against a reference transcript, with lower scores being better.

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Word segmentation

Word segmentation is the task of dividing running text into words for languages like Chinese, Japanese, and Thai, whose writing systems do not mark word boundaries with spaces.

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Word-sense disambiguation

Word-sense disambiguation (WSD) is the natural language processing task of deciding which meaning of an ambiguous word is intended in context, using a sense inventory.