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Data efficiency refers to efficiency of the many processes that can be applied to data such as storage, access, filtering, sharing, etc., and whether or
Data_efficiency
Facility used to house computer servers
workloads migrated to hyperscale and colocation facilities. Energy efficiency at an enterprise data center tends to be significantly lower than at hyperscale facilities
Data_center
Degree to which a process minimizes waste of resources
Efficiency is the often measurable ability to avoid making mistakes or wasting materials, energy, efforts, money, and time while performing a task. In
Efficiency
Data center infrastructure efficiency (DCIE), is a performance improvement metric used to calculate the energy efficiency of a data center. DCIE is the
Data center infrastructure efficiency
Data_center_infrastructure_efficiency
Unit of information
data Data (computer science) Data acquisition Data analysis Data bank Data cable Data center Data curation Data domain Data element Data farming Data
Data
Subfield of artificial intelligence
learning from data. At the same time, it seeks to address deep learning’s main limitations: lack of reliability, data and energy efficiency, fairness, and
Neuro-symbolic_AI
Storage efficiency is the ability to store and manage data that consumes the least amount of space with little to no impact on performance; resulting in
Storage_efficiency
Defunct US government agency
The Department of Government Efficiency (DOGE) was a United States federal initiative launched by the second Trump administration. It was first suggested
Department of Government Efficiency
Department_of_Government_Efficiency
Information rate that can be transmitted over a given bandwidth
bandwidth in hertz of a communication channel or a data link. Alternatively and less commonly, spectral efficiency may be measured in bit/symbol, which is equivalent
Spectral_efficiency
Server facility with energy-efficient technologies
the data-center industry towards energy efficiency. Although PUE is the most-frequently-used metric for data centers to measure energy efficiency, its
Green_data_center
Machine learning model for vision processing
different inductive biases, training stability, and data efficiency. Compared to CNNs, ViTs are less data efficient, but have higher capacity. Some of the
Vision_transformer
Ratio to describe data-center efficiency
usage effectiveness (PUE) or power unit efficiency is a ratio that describes how efficiently a computer data center uses energy; specifically, how much
Power_usage_effectiveness
Topics referred to by the same term
Coding efficiency may refer to: Data compression efficiency Algorithmic efficiency Efficient coding hypothesis Efficiency (disambiguation) Coding (disambiguation)
Coding_efficiency
Ecological metric
The photosynthetic efficiency (i.e. oxygenic photosynthesis efficiency) is the fraction of light energy converted into chemical energy during photosynthesis
Photosynthetic_efficiency
Quality measure of a statistical method
In statistics, efficiency is a measure of quality of an estimator, of an experimental design, or of a hypothesis testing procedure. Essentially, a more
Efficiency_(statistics)
governments and regulators have increasingly considered data-centre reporting requirements, energy-efficiency standards, and broader transparency measures for
Environmental_impact_of_AI
Method of speech synthesis that uses deep neural networks
supported precise pronunciation control via ARPABET. The 15-second data efficiency benchmark was later corroborated by OpenAI in 2024. Currently, self-supervised
Deep learning speech synthesis
Deep_learning_speech_synthesis
Methods for higher energy efficiency
Efficient energy use, or energy efficiency, is the process of reducing the amount of energy required to provide products and services. There are many technologies
Efficient_energy_use
Form of thermal efficiency
Fuel efficiency (or fuel economy) is a form of thermal efficiency, meaning the ratio of effort to result of a process that converts chemical potential
Fuel_efficiency
Extremely large or complex datasets
billion) in operational efficiency improvements alone by using big data. And users of services enabled by personal-location data could capture $600 billion
Big_data
Ratio of energy extracted from sunlight in solar cells
Solar cell efficiency is the portion of energy in sunlight that is converted into electricity by a solar cell. Efficiency, in combination with latitude
Solar_cell_efficiency
Artificial intelligence company
George, Dileep (2017). "A generative vision model that trains with high data efficiency and breaks text-based CAPTCHAs". Science. 358 (6368). Science Magazine
Vicarious_(company)
Type of information retrieval using LLMs
reduces the need to retrain LLMs with new data, saving on computational and financial costs. Beyond efficiency gains, RAG also allows LLMs to include sources
Retrieval-augmented generation
Retrieval-augmented_generation
Efficiency leads to increased demand
increase the efficiency of a resource's use lead to a rise, rather than a fall, in total consumption of that resource. Greater efficiency reduces the amount
Jevons_paradox
Fictional character in the fictional Star Trek universe
includes deactivating it to maintain his performance efficiency. In the film Star Trek: Nemesis, Data beams Picard off an enemy ship before destroying it
Data_(Star_Trek)
U.S. federal law
federal government to modernize its data management practices, evidence-building functions, and statistical efficiency to inform policy decisions. The Evidence
Foundations for Evidence-Based Policymaking Act
Foundations_for_Evidence-Based_Policymaking_Act
Economic concept
the European Commission according to its data bank "AMECO" (Annual Macro-Economic Data) the marginal efficiency of capital is defined as "Change in GDP
Marginal efficiency of capital
Marginal_efficiency_of_capital
Measure of energy loss in storage systems
Roundtrip efficiency is a key performance metric for an energy storage system (ESS) that characterizes the energy lost during a full charge–discharge cycle
Roundtrip_efficiency
Property of a mathematical space
model. This is frequently done for purposes of data efficiency, visual simplicity, or cognitive efficiency, and is acceptable if the distinction between
Dimension
Property of an algorithm
algorithmic efficiency is a property of an algorithm which relates to the amount of computational resources used by the algorithm. Algorithmic efficiency can
Algorithmic_efficiency
Property of photosensitive devices
The quantum efficiency (QE) of a photodetector is a measure of its electrical response to light. Another name for it is incident photon to converted electron
Quantum_efficiency
Ratio between the useful output and the input of a machine
Energy conversion efficiency (η) is the ratio between the useful output of an energy conversion machine and the input, in energy terms. The input, as well
Energy_conversion_efficiency
Data storage technology
performance, energy efficiency, fault tolerance, and availability. The definitive techniques used by RAID were conceived in the 1970s and 1980s: data striping to
RAID
Particular way of storing and organizing data in a computer
of specialized data structures. Rob Pike has stated that the choice of data structure almost always has a greater impact on efficiency than the choice
Data_structure
approach to achieving energy efficiency in data centers. Developed and initially released in 2007, the Energy Logic efficiency model suggests ten holistic
Energy_Logic
Practice for controlling corporate data
business performance and make informed, data-driven decisions. Operational efficiency: With the consistent and accurate data provided by an MDM, operational processes
Master_data_management
replication. Albireo SANblox – a ready-to-run data efficiency appliance that integrates data deduplication and data compression transparently into Fibre Channel
Permabit
Capability that enables an organization to ensure high data quality
the efficiency of enterprise knowledge workers by reducing confusion and error and increasing their scope of knowledge.[citation needed] Many data governance
Data_governance
Method in operations research and economics
Data Envelopment Analysis. 132 (2): 245–259. doi:10.1016/S0377-2217(00)00149-1. Doyle, John; Green, Rodney (1994). "Efficiency and Cross-efficiency in
Data_envelopment_analysis
Online repository of information
traditionally used a physical data room to accomplish the disclosure of documents. For reasons of cost, efficiency and security, virtual data rooms have widely replaced
Virtual_data_room
Algorithm that arranges lists in order
important for optimizing the efficiency of other algorithms (such as search and merge algorithms) that require input data to be in sorted lists. Sorting
Sorting_algorithm
Description of the average spectral sensitivity of human visual perception of brightness
A luminous efficiency function or luminosity function represents the average spectral sensitivity of human visual perception of light. It is based on subjective
Luminous_efficiency_function
Used to assess the predictive power of hydrological models
The Nash–Sutcliffe model efficiency coefficient (NSE) is used to assess the predictive skill of hydrological models. It is defined as: NSE = 1 − ∑ t =
Nash–Sutcliffe model efficiency coefficient
Nash–Sutcliffe_model_efficiency_coefficient
of the United States, and the creation of the Department of Government Efficiency (DOGE) on January 20, 2025, several major changes occurred at the National
NOAA in the second Trump administration
NOAA_in_the_second_Trump_administration
manufacturers on efficiency classification, with three efficiency classes: Eff 1 for High Efficiency Eff 2 for Standard Efficiency Eff 3 for Low Efficiency The term
Premium_efficiency
Proposed orbital infrastructure
decade away from a new normal of extraterrestrial data centers". Fortune. "Do solar panels lose efficiency over time? Should you replace it at the end?".
Space-based_data_center
Program office of the U.S. Department of Energy
Minerals and Energy Innovation (CMEI) formerly known as the Office of Energy Efficiency and Renewable Energy (EERE) is an office within the United States Department
Office of Energy Efficiency and Renewable Energy
Office_of_Energy_Efficiency_and_Renewable_Energy
Discussing what form of transport is the most fuel efficient and economical
The energy efficiency in transport is the useful travelled distance, of passengers, goods or any type of load; divided by the total energy put into the
Energy efficiency in transport
Energy_efficiency_in_transport
Vector quantization algorithm minimizing the sum of squared deviations
due to its simplicity and computational efficiency. It was later adopted in early machine learning and data analysis tasks involving large datasets.
K-means_clustering
Any of a set of standard configurations of Redundant Arrays of Independent Disks
the techniques of striping, mirroring, or parity to create large reliable data stores from multiple general-purpose computer hard disk drives (HDDs). The
Standard_RAID_levels
Efficiency factor is a ratio of some measure of performance to an expected value. In data communications, the factor is the ratio of the time to transmit
Efficiency_factor
Type of data asset
driving innovation and efficiency in modern data ecosystems. In 2012, DJ Patil proposed the first documented definition: a data product is a product that
Data_product
South Korean stock market index
Ahn, Chun Youp; Byoun, Soku; Park, Hun Y. "Arbitrage Opportunities and Efficiency of an Emerging Option Market: The Case of KOSPI 200 Options in Korea"
KOSPI_200
Electric convertible sports car (2008–2012)
on the model. It has a top speed of 125 mph (201 km/h). The Roadster's efficiency, as of September 2008[update], was reported as 120 miles per gallon gasoline
Tesla Roadster (first generation)
Tesla_Roadster_(first_generation)
Visual representation of data
ideas communicated with clarity, precision, and efficiency. Graphical displays should: show the data induce the viewer to think about the substance rather
Data and information visualization
Data_and_information_visualization
Assembly of photovoltaic cells used to generate electricity
from experimental data can be found in the literature Studies have shown that while high temperatures negatively impact efficiency, colder temperatures
Solar_panel
Type of large language model
can be trained to generate other kinds of data. Multimodal GPTs can process or generate multiple types of data, such as text, images and audio. To improve
Generative pre-trained transformer
Generative_pre-trained_transformer
Internal inefficiency of a firm
introduced the concept of X-inefficiency in his paper "Allocative Efficiency vs. X- Efficiency", which was published in American Economic Review. X-Inefficiency
X-inefficiency
System-on-a-chip designed by Apple Inc.
competition, and it also has new efficiency cores, with their big advantage being they use a third of the power of the best efficiency cores of other phones on
Apple_A16
When one must decrease production of one good to increase another in an economy
In microeconomic theory, productive efficiency (or production efficiency) is a situation in which the economy or an economic system (e.g., bank, hospital
Productive_efficiency
Performance indicator for hydrologic models
The Kling–Gupta efficiency (KGE) is a goodness-of-fit indicator widely used in the hydrologic sciences for comparing simulations to observations. It was
Kling–Gupta_efficiency
Measure of the performance of passers in gridiron football
data between 1965 and 1978, and when the formula was first created, a 100 passer efficiency indicated an average performance. The passing efficiency formula
Passer_rating
Unit of data on an Ethernet network
often confused with protocol efficiency. It considers only the use of the channel, disregarding the nature of the data transmitted – either payload or
Ethernet_frame
Maximizing effect while minimizing waste
"Hotspot data for 50 grocery products". Archived from the original on 2013-08-20. "Business Resource Efficiency Hub". "Welcome to Resource Efficiency - Resource
Resource_efficiency
Basic shapes represented in vector graphics
or function of two-dimensional space, affording it a number of data modeling efficiencies over true 3-dimensional objects. A shape of any of these dimensions
Geometric_primitive
Disciplines of managing data as a resource
practices, from data storage and security to analytics and decision-making, reflecting its critical role in driving innovation and efficiency across industries
Data_management
Type of neural network in deep learning
Malik, G., & Eliasmith, C. "Language modeling using lmus: 10x better data efficiency or improved scaling compared to transformers." arXiv preprint, 2021
State space model (deep learning)
State_space_model_(deep_learning)
Voluntary computer power supply certification program
designed for data center power supplies to address the power demands of AI and high-performance computing.The Ruby level requires a 96% efficiency at 50% load
80_Plus
Video compression format, succeeds H.264/MPEG-4 AVC
High Efficiency Video Coding (HEVC), also known as H.265 and MPEG-H Part 2, is a patent-encumbered video compression standard designed as part of the MPEG-H
High_Efficiency_Video_Coding
American data storage company
data efficiency and integrity, and supply technological solutions to federal agencies, guaranteeing the protection and accessibility of critical data
VDURA
Average uncertainty in variable's states
entropy of a certain outcome is zero: Η1(1) = 0. This implies that the efficiency of a source set with n symbols can be defined simply as being equal to
Entropy_(information_theory)
2008 scheme of the Government of India
follows: National Solar Mission National Mission for Enhanced Energy Efficiency National Mission on Sustainable Habitat National Water Mission National
National Action Plan for Climate Change
National_Action_Plan_for_Climate_Change
Data serialization format
pairs, but with size efficiency. This increases processing and transfer speeds at the cost of human readability. It is one of the data serialization layers
CBOR
Australian government program for energy efficiency rating
the energy efficiency of the whole data centre by assessing the processing and storage capacity and the industry median energy efficiency for infrastructure
NABERS
Gathering information for analysis
Data collection or data gathering is the process of gathering and measuring information on targeted variables in an established system, which then enables
Data_collection
Rate at which data is processed in communication networks
100 Mbit/s Ethernet connection, the channel efficiency is 70%. Channel utilization includes both the data bits and the transmission overhead in the channel
Network_throughput
Measure of engine efficiency
Volumetric efficiency (VE) in internal combustion engine engineering is defined as the ratio of the equivalent volume of the fresh air drawn into the cylinder
Volumetric_efficiency
Process for converting data into a "standard", "normal", or canonical form
representations for equivalence, to count the number of distinct data structures, to improve the efficiency of various algorithms by eliminating repeated calculations
Canonicalization
Audio codec
High-Efficiency Advanced Audio Coding (HE-AAC) is an audio coding format for lossy data compression of digital audio as part of the MPEG-4 standards. It
High-Efficiency Advanced Audio Coding
High-Efficiency_Advanced_Audio_Coding
Data transfer channel connecting parts of a computer
methods to maximize speed and efficiency. Features such as direct memory access (DMA) further enhance performance by allowing data transfers directly between
Bus_(computing)
Method to produce electricity from solar radiation
conversion efficiency, including its reflectance, thermodynamic efficiency, charge carrier separation efficiency, charge carrier collection efficiency and conduction
Photovoltaics
program designed to foster transparency, innovation, accountability, and efficiency. In May 2013, Buffalo earned a grant through IBM's Smarter Cities Challenge
Open_Data_Buffalo
Consortium improve the resource efficiency of data centers
collaborating to improve the resource efficiency of data centers. As business demands increase, so does the number of data center facilities which house a rising
The_Green_Grid
Process of replacing missing data with substituted values
more arduous, and create reductions in efficiency. Because missing data can create problems for analyzing data, imputation is seen as a way to avoid pitfalls
Imputation_(statistics)
Overview of and topical guide to algorithms
The study of algorithms includes their design, proof of correctness, efficiency, computational complexity, and implementation in computer programs. Algorithm
Outline_of_algorithms
Compact encoding of digital data
as image compression. Data compression aims to reduce the size of data files, enhancing storage efficiency and speeding up data transmission. K-means
Data_compression
Efficiency can be reported then as a ratio of outputs to inputs or a comparison to optimal productivity using stochastic frontier analysis or data envelopment
Health_care_efficiency
Efficiency of energy transfer from one trophic level to next
efficiency is the efficiency with which energy is transferred from one trophic level to the next. It is determined by a combination of efficiencies relating
Ecological_efficiency
Methods of automatically identifying objects by computer system
Automatic identification and data capture (AIDC) refers to the methods of automatically identifying objects, collecting data about them, and entering them
Automatic identification and data capture
Automatic_identification_and_data_capture
American supplier of servers and other information technology products
and high-efficiency servers, while also providing server management software, and storage systems for various markets, including enterprise data centers
Supermicro
Study of collection and analysis of data
collection, organization, analysis, interpretation, and presentation of data. In applying statistics to a scientific, industrial, or social problem, it
Statistics
The Subcommittee on Delivering on Government Efficiency is a subcommittee of the United States House Committee on Oversight and Government Reform. It was
United States House Oversight Subcommittee on Delivering on Government Efficiency
United_States_House_Oversight_Subcommittee_on_Delivering_on_Government_Efficiency
Data management pattern
special data model or schema: e.g., to restructure for OLAP. Performance: to offload the data mart to a separate computer for greater efficiency or to eliminate
Data_mart
American software engineer
Department of Government Efficiency Lawrence, Drew (March 6, 2026). "Pentagon names former DOGE employee Gavin Kliger as new chief data officer". DefenseScoop
Gavin_Kliger
Software bus for high-volume data feeds
applications. Kafka uses a binary TCP-based protocol that is optimized for efficiency and relies on a "message set" abstraction that naturally groups messages
Apache_Kafka
Packet-oriented mobile data service for 2G and 3G networks
networks, data is broken into small packets and transmitted through available channels. This increased efficiency also gives it theoretical data rates of
GPRS
Cause of data interpretation errors in electrochemistry
The Faraday-efficiency effect refers to the potential for misinterpretation of data from experiments in electrochemistry through failure to take into
Faraday-efficiency_effect
Type of rechargeable battery
they generally have higher specific energy, energy density, and energy efficiency and a longer cycle life and calendar life. In the three decades since
Lithium-ion_battery
Types of data center network connections
about the energy needs and environmental impacts of data centers are intensifying. Energy efficiency is one of the major challenges of today's information
Data center network architectures
Data_center_network_architectures
Robust aircraft electronic recording device
after accidents. There are two types of flight recording devices: the flight data recorder (FDR) preserves the recent history of the flight by recording dozens
Flight_recorder
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