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Techniques for lossy compression of neural networks
Model compression is a machine learning technique for reducing the size of trained models. Large models can achieve high accuracy, but often at the cost
Model_compression
Machine learning method to transfer knowledge from a large model to a smaller one
model to a larger one. Model distillation is not to be confused with model compression, which describes methods to decrease the size of a large model
Knowledge_distillation
Data compression approach allowing perfect reconstruction of the original data
Lossless compression is a class of data compression that allows the original data to be perfectly reconstructed from the compressed data with no loss of
Lossless_compression
Compact encoding of digital data
In information theory, data compression, source coding, or bit-rate reduction is the process of encoding information using fewer bits than the original
Data_compression
Deep neural network for image classification, released 2016
SqueezeNet paper, the authors demonstrated that a model compression technique called Deep Compression can be applied to SqueezeNet to further reduce the
SqueezeNet
Quantum computing company
develops compressed AI models and quantum software. The AI model compression platform, CompactifAI, delivers compressed AI models by applying tensor network
Multiverse_Computing
Distortion of media caused by lossy data compression
A compression artifact (or artefact) is a noticeable distortion of media (including images, audio and video) caused by the application of lossy compression
Compression_artifact
Type of carbureted engine
carbureted compression ignition model engine, popularly known as a model diesel engine, is a simple compression ignition engine made for model propulsion
Carbureted compression ignition model engine
Carbureted_compression_ignition_model_engine
Type of data compression
In information technology, lossy compression, or irreversible compression, is the class of data compression methods that uses inexact approximations and
Lossy_compression
Machine to increase pressure of gas by reducing its volume
that it is added by the mechanical work of compression. Isothermal compression or expansion more closely models real life when the compressor has a large
Compressor
Model engine
Cox model engines are used to power small model airplanes, model cars and model boats. They were in production for more than 60 years between 1945 and
Cox_model_engine
Reduction of image size to save storage and transmission costs
Image compression is a type of data compression applied to digital images, to reduce their cost for storage or transmission. Algorithms may take advantage
Image_compression
Engineering applied to artificial intelligence
and image processing List of datasets for machine-learning research Model compression Neural architecture search "What is Ai Engineering? Exploring the
Artificial intelligence engineering
Artificial_intelligence_engineering
Audio signal processing operation
Dynamic range compression (DRC) or simply compression, is an audio signal processing operation that reduces the volume of loud sounds or amplifies quiet
Dynamic_range_compression
Lossless compression algorithm
data compression algorithm developed by Jyrki Alakuijala and Zoltán Szabadka. It uses a combination of the general-purpose LZ77 lossless compression algorithm
Brotli
Type of motorcycle
The Yamaha T-150 is an underbone model manufactured by Yamaha Motor Company since 2015. It is marketed under the names Exciter 150/155 in Thailand and
Yamaha_T-150
Type of machine learning model
next token, LLMs are highly capable in lossless compression. A 2023 study by DeepMind showed that the model Chinchilla, despite being trained primarily on
Large_language_model
Statistical tool to model changing systems
M.; Pinho, A. J. (2017). "Substitutional tolerant Markov models for relative compression of DNA sequences". PACBB 2017 – 11th International Conference
Markov_model
Internal combustion engine for models
Despite their name, their use of compression ignition, and the use of a kerosene fuel that is similar to diesel, model diesels share very little with full-size
Model_engine
Microsoft open source library
developed by Microsoft. It is used to automate feature engineering, model compression, neural architecture search, and hyper-parameter tuning. The source
Neural_Network_Intelligence
Reduction in wage inequality
Wage compression (also known as salary compression and pay compression) refers to the empirical regularity that wages for low-skilled workers and wages
Wage_compression
Tree-based ensemble machine learning methods
much harder. To achieve both performance and interpretability, some model compression techniques allow transforming a random forest into a minimal "born-again"
Random_forest
Machine learning on low-power embedded devices
idea of running machine learning models on embedded systems has gained traction in the late 2010s, as model compression, quantization, and efficient neural
TinyML
Lossless compression algorithm
LZMA (Lempel–Ziv–Markov chain algorithm) is a lossless data compression algorithm developed since 1998 by Igor Pavlov, the developer of 7-Zip. It has
LZMA
Lossless data compression algorithm
Dynamic Markov compression (DMC) is a lossless data compression algorithm developed by Gordon Cormack and Nigel Horspool. It uses predictive arithmetic
Dynamic_Markov_compression
Lossy compression method for reducing the size of digital images
method of lossy compression for digital images, particularly for those images produced by digital photography. The degree of compression can be adjusted
JPEG
Type of data compression
Texture compression is a specialized form of image compression designed for storing texture maps in 3D computer graphics rendering systems. Unlike conventional
Texture_compression
Adjacent characters (tokens) merge-based compression algorithm
algorithm is used in large language model tokenizers. The original version of the algorithm focused on compression. It replaces the highest-frequency pair
Byte-pair_encoding
Concept in machine learning
explanation is formalized through PAC-Bayes compression-based generalization bounds, which show that less complex models are expected to generalize better under
Double_descent
Reciprocating internal combustion engine
R) Chromoly flywheel, higher-tensile strength connecting rods, high-compression pistons, stiffer valve springs, higher-lift hollow camshafts with more
Honda_K_engine
Series of data compression archivers
lossless data compression archivers that have gone through collaborative development to top rankings on several benchmarks measuring compression ratio (although
PAQ
Machine learning technique
much harder. To achieve both performance and interpretability, some model compression techniques allow transforming an XGBoost into a single "born-again"
Gradient_boosting
Series of V8 engines built by Chrysler
lower compression ratio of 10.0:1, vs the 10.9:1 compression ratio of the SRT variant. The engine rpm is limited to 5800 rpm in pickup truck models, and
Chrysler_Hemi_engine
Form of internal combustion
Homogeneous charge compression ignition (HCCI) is a form of internal combustion in which well-mixed fuel and oxidizer (typically air) are compressed to
Homogeneous charge compression ignition
Homogeneous_charge_compression_ignition
Combustion chamber capacity ratio
The compression ratio is the ratio between the maximum and minimum volume during the compression stage of the power cycle in a piston or Wankel engine
Compression_ratio
Legal and actuarial term
database record (for example, a single insurance policy) without model compression (data grouping) and before summation. Rotunda, Ronald D. (9 October
Seriatim
Form of entropy encoding used in data compression
Arithmetic coding (AC) is a form of entropy coding used in lossless data compression. Normally, a string of characters is represented using a fixed number
Arithmetic_coding
Subset of artificial intelligence
methods and models borrowed from statistics, fuzzy logic, and probability theory. There is a close connection between machine learning and compression. A system
Machine_learning
Former Japanese automobile engines
1989-1991 Honda Civic SiR (EF9) Displacement: 1.6 L (1,595 cc; 97.3 cu in) Compression: 10.2:1 Bore x Stroke: 81 mm × 77.4 mm (3.19 in × 3.05 in) Rod Length:
Honda_B_engine
Data compression technique
(PPM) is an adaptive statistical data compression technique based on context modeling and prediction. PPM models use a set of previous symbols in the uncompressed
Prediction by partial matching
Prediction_by_partial_matching
Type of internal combustion engine that uses compression to create combustion
the air in the cylinder due to mechanical compression; thus, the diesel engine is also called a compression-ignition engine (or CI engine). This contrasts
Diesel_engine
Type of motorcycle
overhead-valve engine introduced. 1958 XLH touring high compression model and XLCH sportier "Competition Hot" model introduced. 1967 Electric starting introduced
Harley-Davidson_Sportster
obsoleted, leaving just one RNN in the end. A related methodology was model compression or pruning, where a trained network is reduced in size. It was inspired
History of artificial neural networks
History_of_artificial_neural_networks
Unicode Technical Standard
Conference Program". "Compression Scheme for Unicode". "A survey of Unicode compression" (PDF). "UTR#17: Character Encoding Model". https://unicode
Standard Compression Scheme for Unicode
Standard_Compression_Scheme_for_Unicode
Process of compacting a lexicon while retaining semantics
In natural language processing, semantic compression is a process of compacting a lexicon used to build a textual document (or a set of documents) by
Semantic_compression
Types of approximate algorithm
(2015): 978-3. Cheng, Yu; Wang, Duo; Zhou, Pan; Zhang, Tao (2018). "Model Compression and Acceleration for Deep Neural Networks: The Principles, Progress
Soft_computing
Reciprocating internal combustion engine
25:1 compression ratio for 170 and 185 hp (127 and 138 kW) and 295 and 300 lb⋅ft (400 and 407 N⋅m), respectively. The 1955 model upped the compression to
Oldsmobile_V8_engine
Type of loudspeaker
A compression driver is a small specialized diaphragm loudspeaker which generates the sound in a horn loudspeaker. It is attached to an acoustic horn
Compression_driver
Type of motorcycle
the SYM Star SR 170i in Vietnam) is a fuel-injected underbone motorcycle model by Taiwanese motorcycle company SYM Motors. The SYM VF3i is currently the
SYM_VF3i
Digital audio format
Nikil; Johnston, James; Safranek, Robert (October 1993). "Signal Compression Based on Models of Human Perception". Proceedings of the IEEE. 81 (10): 1385–1422
MP3
American aircraft engine
the use of 87 AKI automotive gasoline. Models with 9.0:1 compression ratio are not approved, such as the H2AD model. All other 160 hp (119 kW) 0-320s are
Lycoming_O-320
Reference model for network communication
The Open Systems Interconnection (OSI) model is a reference model developed by the International Organization for Standardization (ISO) that "provides
OSI_model
Streetfighter motorcycle
engine had compression ratio of 13.2:1 and 2017 model has increased compression ratio to 13.6:1. The 2017 model comes with Cruise control as standard and has
KTM_1290_Super_Duke_R
Characteristic of an electronic amplifier
The compression point is a metric describing an aspect of electronic amplifiers. For example, the 1-dB compression point (sometimes notated as P1dB) is
Compression_point
Soviet aircraft engine
(Solex) Carburetor Power output: 520–600 kW (700–800 hp) depending on model Compression ratio: 6.4:1 Related development Wright R-1820 Cyclone Related lists
Shvetsov_M-25
Symptoms resulting from chronic, direct pressure on a peripheral nerve
Nerve compression syndrome, or compression neuropathy, or nerve entrapment syndrome, is a medical condition caused by chronic, direct pressure on a peripheral
Nerve_compression_syndrome
Type of motorcycle
combustion chamber. Compression was reduced to 10.8:1. This new engine retained the 38mm Kehin CVKD carburetors from the H2 model. The oil cooler was
Kawasaki_Ninja_ZX-7R
Japanese automobile engines
(Final 4.266) 1987 Honda Civic Wagon RT4WD (Canadian Model) Displacement : 1,488 cc Compression: 9.2:1 Power : 76 hp (57 kW; 77 PS) at 5,500 rpm Torque :
Honda_D_engine
compression methods involve the use of a model, a prediction of the composition of the data. When the data matches the prediction made by the model,
Adaptive_coding
Technique to compress data
type of optimal prefix code that is commonly used for lossless data compression. The process of finding or using such a code is Huffman coding, an algorithm
Huffman_coding
Type of data compression algorithm
Context mixing is a type of data compression algorithm in which the next-symbol predictions of two or more statistical models are combined to yield a prediction
Context_mixing
CAD data-exchange format by Siemens
information (triangles) is stored by using geometry compression techniques. Visual attributes of 3D scene and model like lights, textures, and/or materials are
JT_(visualization_format)
Methods of compressing data tailored specifically for genomic data
growing demand for efficient methods for genomic data compression. While standard data compression tools (e.g., zip and rar) are being used to compress
Compression of genomic sequencing data
Compression_of_genomic_sequencing_data
bandwidth improvements." Beyond compression, EnCodec serves as a foundational component in Meta's generative audio models within the AudioCraft library
EnCodec
Reciprocating internal combustion engine
the EJ205, until 2006 when the USDM WRX model changed engines to the EJ255. The EJ205 has an 8:1–9:1 compression ratio. To identify an EJ205: Coil on plug
Subaru_EJ_engine
Reciprocating internal combustion engine
depending on carburetor model, had a compression ratio of 8.0:1 and the engine codes started with 'JA' TL13H — the high compression (HC) variant, which developed
Ford_Pinto_engine
Karadimitriou, Kosmas (August 1996), Set redundancy, the enhanced compression model, andmethods for compressing sets of similar images, CiteSeerX 10.1
Set_redundancy_compression
Artificial intelligence model paradigm
production costs for large, state of the art foundation models. Some techniques like compression and distillation can make inference more affordable, but
Foundation_model
Mazda motor vehicle engine
featuring gasoline direct injection and high compression ratios. Engines in the family have a compression ratio of up to 14:1, except in the United States
Skyactiv
Reciprocating internal combustion engine
for the 1940 V8-01A, 1941 V8-11A, and the last civilian model, the V8-21A, which saw compression rise to 6.2:1. This engine was used through 1942 for civilian
Ford_flathead_V8_engine
Phenomenon allowing supersonic aircraft to ride their own shockwave
designs using compression lift, waveriders, remain an interesting possibility for hypersonic vehicle designs, although only testbed models have been flown
Compression_lift
Car engine
Brodix cylinder heads, higher compression ratio, and a significantly lighter-than-stock flywheel. Years: 1970–1976 The 1970 model year Camaro had a 250 hp
Chevrolet small-block engine (1954–2003)
Chevrolet_small-block_engine_(1954–2003)
American 1940s aircraft engine
different magnetos. O-435 Baseline engine model, producing 175 hp (130 kW) at 2300 rpm, with a compression ratio of 6.25:1, a dry weight of 347 lb (157 kg)
Lycoming_O-435
Platform for users to upload, share, or live stream videos on the Internet
video hosting and video streaming was made possible by advances in video compression, due to the impractically high bandwidth requirements of uncompressed
Online_video_platform
Reciprocating internal combustion engine
1954 model year, displaced 256 cu in (4,194 cc). Advertised as the "V-161" engine, it ran a bore and stroke of 3.625 x 3.1 in. The compression ratio
Ford_Y-block_engine
British motorcycle manufactured by Phelon & Moore
The Panther Model 100 is a British motorcycle. It has a 598 cc, 6.5:1 compression ratio, 87 mm × 100 mm (3.43 in × 3.94 in), OHV sloper engine in a frame
Panther_Model_100
Reciprocating internal combustion engine
depending on the model year and whether a catalytic converter is fitted. The compression ratio is 9.2:1. With catalytic converter, compression ratio is 9:1
BMW_M30
Reciprocating internal combustion engine
351-CJ, 351-4V) was produced from May 1971 through the 1974 model year. It was a lower-compression design that used open-chamber 4V heads. The open-chamber
Ford_335_engine
Reciprocating internal combustion engine
stroke of 66 mm (2.60 in) and produces 110 kW (150 PS; 148 hp). The compression ratio is 10.5:1. Applications: 1990-1992 E34 520i 1991-1995 E36 320i
BMW_M50
system model can produce desired effects in perception and vision. Examples of using an HVS model include color television, lossy compression, and Cathode-ray
Human_visual_system_model
Computer graphic effect
statistical models. Compression: Controlled amounts of unwanted information may be generated as a result of the use of lossy compression techniques. One
Digital_artifact
Series of image file formats
width), whereas the JPEG compression scheme both transforms the sample structure of pixels (switching to a different color model) and encodes pixels in
TIFF
Type of motorcycle
clutch springs and more plates, a newly modeled frame with a modern style linkage, KX125-based shock with 16 compression and 16 rebound adjustments, quick release
Kawasaki_KDX200
Addition to JPEG standard
Experts Group to enable lossless compression. However, the term may also be used to refer to all lossless compression schemes developed by the group, including
Lossless_JPEG
Apparent reduction of distance between objects in photographs
Telephoto compression (also known as lens compression or perspective compression) is the apparent visual effect in photography and cinematography in which
Telephoto_compression
Online vector quantization algorithm
developed for applications including large language model (LLM) inference, key–value (KV) cache compression, vector databases, and nearest neighbor search
TurboQuant
Type of internal combustion engine
typically used in model aircraft, model cars and similar applications. The ignition is accomplished by a combination of heating from compression, heating from
Glow_plug_(model_engine)
Image-generating machine learning model
using diffusion models". arXiv:2210.12100 [cs.CV]. Bühlmann, Matthias (September 28, 2022). "Stable Diffusion Based Image Compression". Medium. Archived
Stable_Diffusion
Entropy coding method
It is a lossless compression technique, although the video coding standards in which it is used are typically for lossy compression applications. CABAC
Context-adaptive binary arithmetic coding
Context-adaptive_binary_arithmetic_coding
Methods in computational biology
Kolmogorov complexity, for example Lempel-Ziv complexity. In general compression-based methods use the mutual information between the sequences. This
Alignment-free sequence analysis
Alignment-free_sequence_analysis
Reciprocating internal combustion engine
manufacturer and model. The B4164S is a 1.6 L (1,587 cc) straight-four. Bore is 81 mm (3.2 in) and stroke is 77 mm (3.0 in) with a compression ratio of 10
Volvo_Modular_Engine
motorcycles with kick starters provided riders with a manual compression release while later models linked them to the kick start lever with a cable for automatic
Compression_release
In telecommunications, the term bandwidth compression has the following meanings: The reduction of the bandwidth needed to transmit a given amount of
Bandwidth_compression
Aircraft engine family by Lycoming
800 rpm for 5 minutes, 7.0:1 compression ratio, dry weight 235 lb (107 kg). O-290-G Non-certified, single ignition model intended for use driving a generator
Lycoming_O-290
Type of motorcycle
higher compression ratio and lighter piston, producing 65 hp. Future models would lower the compression ratio to 8.4:1 and add a second compression ring
Kawasaki_KX500
Family of lossless data compression algorithms
sometimes known as a substitution coder, is a class of lossless data compression algorithms which operate by searching for matches between the text to
Dictionary_coder
Theora – a lossy video compression format. OBJ - A 3D model/scene format developed by Wavefront Technologies. DAE - A 3D model/scene format standardized
List_of_open_file_formats
American sport pickup truck
caps. The bore and stroke had been increased over previous Viper models. Compression ratio, firing order, rod length, block height and block length were
Dodge_Ram_SRT-10
Reciprocating internal combustion engine
1+1⁄2-inch (38.1 mm) 245LC (Low Compression) released in 1977 Bore × Stroke Size: 3.76 in × 3.68 in (96 mm × 93 mm) Compression ratio: 7.6:1 Power: 130 hp
Chrysler_Hemi-6_Engine
Reciprocating internal combustion engine
variants (model 5033-7000) had peak output ratings of 101 hp (75 kW) at 2800 RPM (gross) and 205 lb⋅ft (278 N⋅m) at 1800 RPM, with an 21:1 compression ratio
Detroit_Diesel_Series_53
MODEL COMPRESSION
MODEL COMPRESSION
Female
Yiddish
(×”Ö¸×דֶעל) Pet form of Yiddish Hode, HODEL means "myrtle tree."
Girl/Female
Arabic, Muslim
Example; Model; Demo
Girl/Female
British, English, German, Russian
Supper
Surname or Lastname
English
English : from an Old German personal name, Godilo, Godila.German (Gödel) : from a pet form of a compound personal name beginning with the element gÅd ‘good’ or god, got ‘god’.Variant of Godl or Gödl, South German variants of Gote, from Middle High German got(t)e, gö(t)te ‘godfather’.Jewish (Ashkenazic) : from the Yiddish male personal name Godl, a pet form of God, a variant of biblical Gad.
Boy/Male
Anglo Saxon
Wealthy.
Boy/Male
Gujarati, Hindu, Indian, Kannada, Marathi
Enjoyment
Boy/Male
Arabic, Muslim
Model; Example
Boy/Male
Latin
Swarthy.
Girl/Female
Hindu, Indian, Traditional
Model; Idea
Girl/Female
Hebrew
From the tower.
Boy/Male
Egyptian
To model.
Boy/Male
Australian, French
Famous Ruler
Girl/Female
Christian & English(British/American/Australian)
Model or Pattern
Boy/Male
Arabic, Muslim
Sample; Model; Paragon
Boy/Male
Muslim
Sample, Model, Paragon
Boy/Male
Tamil
Ayilyam | அயீலà¯à®¯à®®
Model state of india
Ayilyam | அயீலà¯à®¯à®®
Boy/Male
Muslim
Model, Example
Male
Yiddish
Pet form of Yiddish Mordche, MOTEL means "devotee of Marduk."Â
Surname or Lastname
English (Surrey)
English (Surrey) : unexplained. Compare Moad.
Boy/Male
Hindu
Model state of india
MODEL COMPRESSION
MODEL COMPRESSION
Girl/Female
Bengali, Gujarati, Hindu, Indian, Jain, Kannada, Malayalam, Marathi, Sindhi, Tamil
Earth
Girl/Female
Muslim
The Moon
Girl/Female
Tamil
Ankshika | அஂகà¯à®·à¯€à®•à®¾
It’s derived from the root word - anksh that means a fraction. Ankshika means the fraction of the cosmos
Male
Hindi/Indian
(धनञà¥à¤œà¤¯) Hindi name DHANANJAY means "winning wealth."
Female
Irish
Irish Gaelic form of Old French Cateline, CAITLÃN means "pure."
Girl/Female
Hebrew
Splendid.
Boy/Male
Arabic, Hindu, Indian, Muslim
Proud; Mighty
Girl/Female
Arabic, Swahili
Woman; Life
Girl/Female
Assamese, Hindu, Indian, Kannada, Malayalam, Marathi, Telugu
Auspicious Apsara
Girl/Female
Muslim/Islamic
Lovely and precious gold
MODEL COMPRESSION
MODEL COMPRESSION
MODEL COMPRESSION
MODEL COMPRESSION
MODEL COMPRESSION
p. pr. & vb. n.
of Model
n.
Any copy, or resemblance, more or less exact.
a.
Indicating, or pertaining to, some mode of conceiving existence, or of expressing thought.
n.
The scale as affected by the various positions in it of the minor intervals; as, the Dorian mode, the Ionic mode, etc., of ancient Greek music.
v. t.
To plan or form after a pattern; to form in model; to form a model or pattern for; to shape; to mold; to fashion; as, to model a house or a government; to model an edifice according to the plan delineated.
n.
Manner of doing or being; method; form; fashion; custom; way; style; as, the mode of speaking; the mode of dressing.
a.
Of or pertaining to a mode or mood; consisting in mode or form only; relating to form; having the form without the essence or reality.
v. i.
To make a copy or a pattern; to design or imitate forms; as, to model in wax.
v. t.
To model.
n.
Anything which serves, or may serve, as an example for imitation; as, a government formed on the model of the American constitution; a model of eloquence, virtue, or behavior.
n.
Something intended to serve, or that may serve, as a pattern of something to be made; a material representation or embodiment of an ideal; sometimes, a drawing; a plan; as, the clay model of a sculpture; the inventor's model of a machine.
imp. & p. p.
of Model
a.
Suitable to be taken as a model or pattern; as, a model house; a model husband.
n.
That by which a thing is to be measured; standard.
n.
Prevailing popular custom; fashion, especially in the phrase the mode.
n.
A person who poses as a pattern to an artist.