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Automatically-generated information
Professor at Yale, proposes a narrower definition, "Machine-generated data is data that is generated as a result of a decision of an independent computational
Machine-generated_data
Subset of artificial intelligence
training data set and then test the likelihood of a test instance being generated by the model. Robot learning is inspired by a multitude of machine learning
Machine_learning
Algorithmically generated data that have a similar distribution as sampled data
mathematical models and to train machine learning models. Data generated by a computer simulation can be seen as synthetic data. This encompasses most applications
Synthetic_data
AI that generates content
peer review text now incorporate content generated by LLMs. If AI-generated content is included in new data crawls from the Internet for additional training
Generative_AI
Research field that lies at the intersection of machine learning and computer security
specific problem sets, under the assumption that the training and test data are generated from the same statistical distribution (IID). However, this assumption
Adversarial_machine_learning
Format of network information as transmitted
weights and measures of airplanes prior to take-off. Wire data is distinct from machine-generated data, which is system self-reported information typically
Wire_data
Video-generating machine learning model
Dream Machine is a text-to-video model created by Luma Labs and launched in June 2024. It generates video output based on user prompts or still images
Dream Machine (text-to-video model)
Dream_Machine_(text-to-video_model)
American technology company
Systems that produces software for indexing, searching, and analyzing machine-generated data, allowing for the creation of dashboards, alerts, graphs, and reports
Splunk
Unit of information
processed. Field data is data that is collected in an uncontrolled, in-situ environment. Experimental data is data that is generated in the course of
Data
Online content created by users
User-generated content (UGC), alternatively known as user-created content (UCC), is content generated by users of the Internet such as images, videos,
User-generated_content
Recording of information in a storage medium
zettabytes of data will be generated in 2023[update], an increase of 60x from 2010, and that it will increase to 181 zettabytes generated in 2025. In computing
Data_storage
Application of computer graphics to create or contribute to images
computer-generated imagery; natural looking landscapes (such as fractal landscapes) are also generated via computer algorithms. A simple way to generate fractal
Computer-generated_imagery
Interdisciplinary research area
classical data. The term "quantum machine learning" is sometimes used to refer classical machine learning methods applied to data generated from quantum
Quantum_machine_learning
Field of study to extract knowledge from data
amounts of computational power and storage. In big data, where volumes of information are continually generated and processed, these platforms can be used to
Data_science
Set of methods for supervised statistical learning
vectors, developed in the support vector machines algorithm, to categorize unlabeled data.[citation needed] These data sets require unsupervised learning approaches
Support_vector_machine
American entrepreneur and investor
known as the founder & CEO of Splunk, a big data software technology used for understanding machine-generated data primarily for systems management, security
Michael_Baum_(entrepreneur)
Computer control of machine tools
the program) are generated. 3D printers also use G-Code. CNC offers greatly increased productivity over non-computerized machining for repetitive production
Computer_numerical_control
includes solutions for data management, and products or services that are based on data generated by both human and machines. DataTech is an emerging industry
Data_technology
AI in wiki-based volunteer content projects
allowed users to nominate suspected AI-generated articles for speedy deletion. Editors might recognize AI-generated articles because they use citations that
Artificial intelligence in Wikimedia projects
Artificial_intelligence_in_Wikimedia_projects
intelligence (SETI), machine learning has been used in attempts to identify artificially generated electromagnetic waves in available data – such as real-time
Applications of artificial intelligence
Applications_of_artificial_intelligence
Digital archive by the Internet Archive
October 2025[update], the Wayback Machine has archived more than 1 trillion web pages and well over 99 petabytes of data. The Internet Archive has been archiving
Wayback_Machine
Method of machine learning
algorithm to dynamically adapt to new patterns in the data, or when the data itself is generated as a function of time, e.g., prediction of prices in the
Online_machine_learning
Specialized data centers designed for artificial intelligence
running inference for artificial intelligence (AI) and machine learning models. Unlike general-purpose data centers, they are optimized for the parallel processing
AI_data_center
AI chatbot image controversy
activities". AI-generated deepfakes have been described as sexual assault, and as a means to push women out of the public sphere. AI-generated sexually explicit
Grok_sexual_deepfake_scandal
Usage of artificial intelligence to generate music
"intention" that is usually behind it, leaving composers who listen to machine-generated pieces feeling unsettled by the lack of apparent meaning. Artificial
Artificial intelligence in music
Artificial_intelligence_in_music
Attribute of data
operations on these values, and/or a representation of these values as machine types. A data type specification in a program constrains the possible values that
Data_type
Data produced as a by-product of online activity
Data exhaust (also exhaust data) is the trail of data generated as a by-product of users' online activity, behaviour, and transactions, rather than data
Data_exhaust
a list of data science software and platforms used in data science, which includes programming languages, programming environments, machine learning frameworks
List_of_data_science_software
Deep learning method
it will correctly identify the generated samples as real, but no penalty is imposed on the GAN's ability to generate data that represents the full range
Generative adversarial network
Generative_adversarial_network
Neural network that learns efficient data encoding in an unsupervised manner
words. In terms of data synthesis, autoencoders can also be used to randomly generate new data that is similar to the input (training) data. An autoencoder
Autoencoder
Approach in data analysis
majority of the data and do not conform to a well defined notion of normal behavior. Such examples may arouse suspicions of being generated by a different
Anomaly_detection
company that develops software for the analysis and monitoring of machine-generated data—US$28 billion. Cisco's previous largest acquisition was tied between
List_of_acquisitions_by_Cisco
Structured data and method for its publication
computers (machine readable). Linked data may also be open data, in which case it is usually described as Linked Open Data. In his 2006 "Linked Data" note
Linked_data
Data analysis technique
copies of existing data. Synthetic Minority Over-sampling Technique (SMOTE) is a method used to address imbalanced datasets in machine learning. In such
Data_augmentation
Image-generating deep learning model
frequency of women being generated. OpenAI hypothesise that this may be because women were more likely to be sexualised in training data which caused the filter
DALL-E
Topics referred to by the same term
computer virtual machine, a computing machine implemented in software rather than directly in hardware Machine-generated data Machines (video game), a
Machine_(disambiguation)
2019 text-generating language model
scraping content indiscriminately from the World Wide Web, WebText was generated by scraping only pages linked to by Reddit posts that had received at
GPT-2
American federal open data platform
Kundra. Data.gov aims to improve public access to high value, machine-readable datasets generated by the Executive Branch of the federal government. The site
Data.gov
Facility used to house computer servers
support the global financial system, cloud services, machine learning, and artificial intelligence (AI). Data centers vary widely in terms of size, power and
Data_center
Component of CNC software
tool path data from CNC software into machine tool data, to be used in CAM systems. A post processor generates the G-code used by the machine control module
Post_processor
Video-generating LLM (2024–2026)
media app developed by OpenAI. Using artificial intelligence, the model generated short video clips based on prompts, and could also extend existing short
Sora_(text-to-video_model)
Software company in Canada
of column-oriented relational database software with a focus in machine-generated data. The company was later acquired in 2017 and then spun out in 2018
Infobright
Technique for the generative modeling of a continuous probability distribution
the process can generate new elements that are distributed similarly as the original dataset. A diffusion model models data as generated by a diffusion
Diffusion_model
Generative AI chatbot by OpenAI
whether abstracts were authentic or generated by ChatGPT were fooled around one-third of the time by the AI-generated abstracts. In January 2023, Nature
ChatGPT
Erroneous AI-generated content
language model generating an incorrect citation link. In 2017, Google researchers used the term to describe the responses generated by neural machine translation
Hallucination (artificial intelligence)
Hallucination_(artificial_intelligence)
Method in machine learning
forest, which possesses numerous benefits over a single decision tree generated without randomness. In a random forest, each tree "votes" on whether or
Bootstrap_aggregating
Machine learning paradigm
In machine learning, supervised learning (SL) is a type of machine learning paradigm where an algorithm learns to map input data to a specific output
Supervised_learning
Image-generating machine learning model
interpretation of the prompt. Generated images are tagged with an invisible digital watermark to allow users to identify an image as generated by Stable Diffusion
Stable_Diffusion
geometries generated by normal-mode sampling to probe model robustness under thermal perturbations. The collection underpins the study Does Hessian Data Improve
List of datasets for machine-learning research
List_of_datasets_for_machine-learning_research
Communication between devices
personal computer. More recent machine to machine communication has changed into a system of networks that transmits data to personal appliances. The expansion
Machine_to_machine
Problem of circular reasoning in statistics
test any hypothesis on a data set that was not used to generate the hypothesis. Testing a hypothesis suggested by the data can very easily result in
Testing hypotheses suggested by the data
Testing_hypotheses_suggested_by_the_data
Late 19th-century machine for summarizing information stored on punch cards
stored on punched cards. Invented by Herman Hollerith, the machine was developed to help process data for the 1890 U.S. Census. Later models were widely used
Tabulating_machine
Copyright law in the use of AI
Office's refusal to register copyrights for works generated solely by machines, establishing that machine ownership would conflict with heritable property
Artificial intelligence and copyright
Artificial_intelligence_and_copyright
Type of machine learning model
Aligning Language Models with Self-Generated Instructions". Self-Instruct: Aligning Language Model with Self Generated Instructions. pp. 13484–13508. doi:10
Large_language_model
Tasks in machine learning
In machine learning, a common task is the study and construction of algorithms that can learn from and make predictions on data. Such algorithms function
Training, validation, and test data sets
Training,_validation,_and_test_data_sets
Data serialization format
compilation generates code that can be invoked by a sender or recipient of these data structures. For example, example.pb.cc and example.pb.h are generated from
Protocol_Buffers
Anime-focused imageboard website
user-generated tags and content ratings. Danbooru has served as the basis for a large ecosystem of derivative software, related imageboards and machine learning
Danbooru
Instructions directly executable by a computer
In computing, machine code is data encoded and structured to control a computer's central processing unit (CPU) via its programmable interface. A computer
Machine_code
Intelligence of machines
fertility trackers that analyze user data to offer predictions, AI-integrated sex toys (e.g., teledildonics), AI-generated sexual education content, and AI
Artificial_intelligence
Flaw in mathematical modelling
corresponds too closely or exactly to a particular set of data, and may therefore fail to fit to additional data or predict future observations reliably. An overfitted
Overfitting
Extremely large or complex datasets
every day 2.5 exabytes (2.17×260 bytes) of data are generated. Based on an IDC report prediction, the global data volume was predicted to grow exponentially
Big_data
Type of artificial neural network
a top-down generative network that generates values of the hidden variables and the data itself. Helmholtz machines are a type of learning architectures
Helmholtz_machine
Change of statistical properties over time
predictive analytics, data science, machine learning and related fields, concept drift or drift is an evolution of data that invalidates the data model. It happens
Concept_drift
Average uncertainty in variable's states
expressed by Shannon – is for the receiver to be able to identify what data was generated by the source, based on the signal it receives through the channel
Entropy_(information_theory)
sciences, some data are often difficult to access or collect, therefore inferring data from data that are easily available by machine learning method
Machine learning in earth sciences
Machine_learning_in_earth_sciences
Paradigm in machine learning that uses no classification labels
a framework in machine learning where, in contrast to supervised learning, algorithms learn patterns exclusively from unlabeled data. Other frameworks
Unsupervised_learning
analyzing machine-generated data, including: logs, metrics and transactions in real-time, via a web-based interface. jKool analyzes big data including
JKool
Machine learning technique
linear reward functions has been shown to converge if the comparison data is generated under a well-specified linear model. This implies that, under certain
Reinforcement learning from human feedback
Reinforcement_learning_from_human_feedback
Programmable machine that processes data
analytical engine, was possible. The input of programs and data was to be provided to the machine via punched cards, a method being used at the time to direct
Computer
Casino gambling machine
machine, fruit machine (British English), puggie (Scots), poker machine or pokie machine (Australian and New Zealand English) is a gambling machine that
Slot_machine
Algorithm for making decision trees
used to generate a decision tree developed by Ross Quinlan. C4.5 is an extension of Quinlan's earlier ID3 algorithm. The decision trees generated by C4
C4.5_algorithm
Turkish media artist and designer
he used academic data from the neuroscience archives and EEG scans of an anonymous Alzheimer's disease dataset to create AI-generated visuals related to
Refik_Anadol
Machine translation using artificial neural networks
Neural machine translation (NMT) is an approach to machine translation that uses an artificial neural network to predict the likelihood of a sequence
Neural_machine_translation
Data-interchange format
language-independent data format. It was derived from JavaScript, but many modern programming languages include code to generate and parse JSON-format data. JSON filenames
JSON
Varian Data Machines was a division of Varian Associates which sold minicomputers. It entered the market in 1967 through acquisition of Decision Control
Varian_Data_Machines
Collection of data
corresponds to the observations on one element of that population. Data sets may further be generated by algorithms for the purpose of testing certain kinds of
Data_set
Application of computing technology in music
generate new musical data. Style mixing can be realized by analysis of a database containing multiple musical examples in different styles. Machine Improvisation
Computer_music
Degradation of AI models trained on synthetic data
the literature investigates the use of machine learning detectors and watermarking to identify model generated data and filter it out. In 2024, a first attempt
Model_collapse
Algorithms for matrix decomposition
computationally intensive data re-reduction on generated models. To impute missing data in statistics, NMF can take missing data while minimizing its cost
Non-negative matrix factorization
Non-negative_matrix_factorization
Low-level programming language family
directives that generate object code, such as those that generate data. The names of pseudo-ops often start with a dot to distinguish them from machine instructions
Assembly_language
Explicit material produced by generative AI
line between human and AI-generated content, especially in adult entertainment. By 2023, websites dedicated to AI-generated adult content had gained traction
Generative_AI_pornography
Sequence of characters, data type
"Data Structures for Text Sequences" Archived 2016-03-04 at the Wayback Machine. Section "Introduction" Archived 2016-04-04 at the Wayback Machine. "strlcpy
String_(computer_science)
Supercomputer
architecture, and software for the first Connection Machine, including information on its data routing between central processing unit (CPU) nodes, its
Connection_Machine
American biotechnology company
on September 10, 2020. At that time, Generate announced its focus on using machine learning algorithms and big data to design biological compounds targeting
Generate:Biomedicines
Computer recognition of visual text
displayed online, and used in machine processes such as cognitive computing, machine translation, (extracted) text-to-speech, key data and text mining. OCR is
Optical_character_recognition
Type of knowledge base
Recent developments in data science and machine learning, particularly in graph neural networks, representation learning, and machine learning, have broadened
Knowledge_graph
Ability of a computing system to simulate Turing machines
machine (devised by English mathematician and computer scientist Alan Turing). This means that this system is able to recognize or decode other data-manipulation
Turing_completeness
Java 7 (major class version 51). They will not appear in class files generated from a compiler newer than that. Jazelle DBX (Direct Bytecode eXecution)
List of JVM bytecode instructions
List_of_JVM_bytecode_instructions
Realistic artificially generated media
learning' and 'fake') are images, videos, or audio that have been edited or generated using artificial intelligence, AI-based tools or audio-video editing software
Deepfake
Artificial intelligence visual art, or AI art, is visual artwork generated or enhanced through the implementation of artificial intelligence (AI) programs
AI_art
Explicit material applying deepfake technology
since admitted to paying for AI generated porn, and apologized to the women and his fans. In January 2024, AI-generated sexually explicit images of American
Deepfake_pornography
Failure of a generative model to generate diverse samples
less diverse than expected, effectively "collapsing" to generate only a few modes of the data distribution while ignoring others. This phenomenon undermines
Mode_collapse
Method used to normalize the range of independent variables
data preprocessing step. Since the range of values of raw data varies widely, in some machine learning algorithms, objective functions will not work properly
Feature_scaling
Artificial production of media by automated means
AI-generated stream of death metal which remains ongoing with no pauses. Musical artists and their respective brands may also conceivably be generated from
Synthetic_media
Temporal limit of a model's knowledge
In machine learning, a knowledge cutoff (or data cutoff) is the point in time beyond which a model has not been trained on new data. The term is mostly
Knowledge_cutoff
American rock band
Quotations from Wikiquote Data from Wikidata Official website Rage Against the Machine discography at Discogs Rage Against the Machine discography at MusicBrainz
Rage_Against_the_Machine
Research field
Educational data mining (EDM) is a research field concerned with the application of data mining, machine learning and statistics to information generated from
Educational_data_mining
Data analysis is the process of inspecting, cleansing, transforming, and modeling data with the goal of discovering useful information, informing conclusions
Data_analysis
Type of large language model
to generate text, such as Gemini, DeepSeek and Claude. GPTs are primarily used to generate text, but can be trained to generate other kinds of data. For
Generative pre-trained transformer
Generative_pre-trained_transformer
Online tool for synthesizing documents
AI-generated video summary with narration and visuals.. Other features in the app includes slides, diagrams, charts, images, flashcards, and data tables
NotebookLM
MACHINE GENERATED-DATA
MACHINE GENERATED-DATA
Male
Scottish
Pet form of Scottish Gaelic Lachlann, LACHIE means "lake-land."
Female
French
French feminine form of Latin Martinus, MARTINE means "of/like Mars."Â
Female
German
German form of Scottish Malvina, MALWINE means "smooth-brow."
Boy/Male
American, Australian
Weighing Machine
Female
Hawaiian
Hawaiian name MAHINA means "moon; moonlight."
Female
Yiddish
(×™Ö·×—Ö°× Ö¶×¢) Yiddish form of Hebrew Yochana, YACHNE means "God is gracious."Â
Surname or Lastname
English
English : variant spelling of Machen.Spanish (MachÃn) : probably a nickname from machÃn ‘boor’, ‘lout’, often applied to a blacksmith’s apprentice.French : nickname from Old French machin ‘scheming’.
Male
Hebrew
Variant spelling of Hebrew Yakiyn, YACHIN means "he establishes" or "whom God strengthens."Â
Female
English
Variant spelling of English Maureen, MAURINE means "obstinacy, rebelliousness" or "their rebellion."
Male
English
Variant spelling of English unisex Macey, MACIE means "gift of God."
Female
French
Feminine form of French Marin, MARINE means "of the sea."
Male
French
French form of Latin Macarius, MACAIRE means "blessed."
Female
Native American
Native American Hopi name KACHINA means "sacred dancer; spirit."
Male
Hindi/Indian
(सचिन) Hindi myth name borne by Indra, SACHIN means "pure."
Boy/Male
Indian, Telugu
Generated
Girl/Female
Australian, Japanese
Child of Machi
Female
English
Feminine form of English Max, MAXINE means either "the greatest rival" or "the stream of Mack."Â
Male
English
Pet form of English Sacheverell, SACHIE means "roe-buck leap."
Female
Scottish
Feminine form of Scottish Lachlan, LACHINA means "lake-land."
Girl/Female
Bengali, Indian
Machine
MACHINE GENERATED-DATA
MACHINE GENERATED-DATA
Girl/Female
Muslim/Islamic
Sunset
Girl/Female
Indian, Punjabi, Sikh
Light of Good Sleep
Surname or Lastname
English
English : unexplained; perhaps a variant of Francom.
Girl/Female
Hindu
So sweet, Happiness
Girl/Female
Tamil
Josthna | ஜோஸà¯à®¤à®¨à®¾
Girl/Female
Tamil
Lightening
Boy/Male
Hindu, Indian, Russian
Victorious; Conqueror
Boy/Male
Hindu, Indian
Flower
Male
Russian
(Чернобог) Russian form of Slavic Zherneboh, CZERNOBOG means "black god."
Boy/Male
Vietnamese
Safe; secure.
MACHINE GENERATED-DATA
MACHINE GENERATED-DATA
MACHINE GENERATED-DATA
MACHINE GENERATED-DATA
MACHINE GENERATED-DATA
imp. & p. p.
of Venerate
imp. & p. p.
of Machine
n.
One who or operates a machine; a machinist.
v. t.
To wind marline around; as, to marline a rope.
n.
The working parts of a machine, engine, or instrument; as, the machinery of a watch.
n.
One who, or that which, generates, begets, causes, or produces.
a.
Generated by water.
v. t.
To subject to the action of machinery; to effect by aid of machinery; to print with a printing machine.
a.
Of or pertaining to machines.
v. t.
To regard with reverential respect; to honor with mingled respect and awe; to reverence; to revere; as, we venerate parents and elders.
n.
A combination of persons acting together for a common purpose, with the agencies which they use; as, the social machine.
a.
A picture representing some marine subject.
n.
Machines, in general, or collectively.
n.
In general, any combination of bodies so connected that their relative motions are constrained, and by means of which force and motion may be transmitted and modified, as a screw and its nut, or a lever arranged to turn about a fulcrum or a pulley about its pivot, etc.; especially, a construction, more or less complex, consisting of a combination of moving parts, or simple mechanical elements, as wheels, levers, cams, etc., with their supports and connecting framework, calculated to constitute a prime mover, or to receive force and motion from a prime mover or from another machine, and transmit, modify, and apply them to the production of some desired mechanical effect or work, as weaving by a loom, or the excitation of electricity by an electrical machine.
pl.
of Tachina
v. t.
To beget; to procreate; to propagate; to produce (a being similar to the parent); to engender; as, every animal generates its own species.
imp. & p. p.
of Generate
a.
Of or pertaining to cows; pertaining to, derived from, or caused by, vaccinia; as, vaccine virus; the vaccine disease.