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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
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
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
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 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
Distortion of media caused by lossy data compression
In computing, a compression artifact (or artefact) is a noticeable distortion of digital media (including images, audio and video) caused by the application
Compression_artifact
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
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
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
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
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 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
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
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
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
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
Reduction in wage inequality
wages. Akerlof and Yellen (1990) propose a model that uses the fair-wage hypothesis to explain wage compression. The fair-wage hypothesis suggests that the
Wage_compression
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
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
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
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
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
Trimming artificial neural networks to reduce computational overhead
secondary to other compression techniques. In the 2010s, magnitude pruning was introduced as an alternative, one-shot technique which prunes models directly using
Pruning (artificial neural network)
Pruning_(artificial_neural_network)
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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 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
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
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
Karadimitriou, Kosmas (August 1996), Set redundancy, the enhanced compression model, andmethods for compressing sets of similar images, This statistical
Set_redundancy_compression
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
Reference model for network communication
The Open Systems Interconnection (OSI) model is a reference model published in 1984 by the International Organization for Standardization (ISO) that "provides
OSI_model
Automobile engine
Ford Model T engine, the Ford Model A engine – with a bigger bore and stroke, and higher compression ratio – was twice as powerful as the Model T engine
Ford_Model_A_engine
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
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
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
Data compression technique
Pruning is a data compression technique in machine learning and search algorithms that reduces the size of decision trees by removing sections of the
Decision_tree_pruning
HD FL 1200 Lowrider
was introduced in 1936 as Model E with 61 cui (1000cc). The presence of an additional letter L indicated higher compression, offering more power but requiring
Harley-Davidson_FL
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
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
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
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)
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
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
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
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
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
Signal processing technique
Pulse compression is a signal processing technique commonly used by radar, sonar and echography to either increase the range resolution when pulse length
Pulse_compression
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
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
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
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
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
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
Audio signal processing technique
The chirp pulse compression process transforms a long duration frequency-coded pulse into a narrow pulse of greatly increased amplitude. It is a technique
Chirp_compression
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
Cryptographic primitive
In cryptography, a one-way compression function is a function that transforms two fixed-length inputs into a fixed-length output. The transformation is
One-way_compression_function
French computer scientist (born 1960)
DjVu image compression technology, alongside Léon Bottou and Patrick Haffner. In 2003, LeCun joined NYU, where he worked on energy-based models, computer
Yann_LeCun
Challenge. In 2019, he developed the model compression algorithms for enhancing the efficiency of deep learning models that won the 4th place of the CIFAR-100
Mi_Zhang
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
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
Type of motorcycle
were generally available in the UK. The Model 18's low compression did mean it was easy to start and the model 18s had better performance and fuel economy
AJS_18
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
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
Reduction in gain due to nonlinearity
Gain compression is a reduction in differential or slope gain caused by nonlinearity of the transfer function of an amplifying device for large-signal
Gain_compression
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
Set of data points in three-dimensional space
point clouds, multi-sampling and data compression can be achieved. MPEG began standardizing point cloud compression (PCC) with a Call for Proposal (CfP)
Point_cloud
Topics referred to by the same term
combustion engines Carbureted compression ignition model engine Glow plug (model engine) Model steam engine, for models of stationary steam engines This
Model_engine_(disambiguation)
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
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
Open source command line archiver for Windows and Linux
data type and the selected compression level. To preserve forward and backward compatibility between versions as the compression algorithm is improved, it
ZPAQ
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
Compact car built from 1961 to 1973
fuel injection engine was only made in the high compression configuration. Starting with the 1966 model year, Type 3 engine numbers came with a letter
Volkswagen_Type_3
Standardized means of organizing and storing digital images
If the data is compressed, it may be done so using lossy compression or lossless compression. For graphic design applications, vector formats are often
Image_file_format
AI that generates content
data. Recent approaches have explored controllable compression at multiple bitrates using a single model. Generative AI can be used to produce photorealistic
Generative_AI
Compact luxury crossover SUV
2017 LA Auto Show as a 2019 model with a turbocharged 2.0 L KR20DDET gasoline engine using Nissan's VC-T variable compression ratio system. Production of
Infiniti_QX50
travel, tourism, insurance
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MODEL COMPRESSION
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