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Machine learning method to transfer knowledge from a large model to a smaller one
In machine learning, knowledge distillation or model distillation is the process of transferring knowledge from a large model to a smaller one. While
Knowledge_distillation
from YouTube videos.[importance?] Knowledge distillation or model distillation is the process of transferring knowledge from a large model to a smaller
History of artificial neural networks
History_of_artificial_neural_networks
Type of artificial intelligence model
arithmetic precision. Parameter count is reduced by a combination of knowledge distillation and pruning. Precision can be reduced by quantization. Work on large
Small_language_model
British-Canadian computer scientist (born 1947)
data. Symbolists on the other side advocated for explicitly programming knowledge and rules into AI systems. In 1985, Hinton co-invented Boltzmann machines
Geoffrey_Hinton
Nvidia family of AI foundation models
of research, published under the name Minitron, used pruning and knowledge distillation to compress Nemotron-4 15B into smaller 8-billion and 4-billion-parameter
Nemotron
Language models designed for reasoning tasks
published in the "o1 Replication Journey" series, revealed that knowledge distillation, a comparatively straightforward technique that trains a smaller
Reasoning_model
Subset of artificial intelligence
Common optimization techniques include pruning, quantisation, knowledge distillation, low-rank factorisation, network architecture search, and parameter
Machine_learning
Overview of and topical guide to deep learning
stopping Batch normalization Data augmentation Transfer learning Knowledge distillation Ensemble learning Curriculum learning CIFAR-10 ImageNet MNIST database
Outline_of_deep_learning
Techniques for lossy compression of neural networks
response times for users. Model compression is not to be confused with knowledge distillation, in which a smaller "student" model is trained to imitate the input-output
Model_compression
Italian artificial intelligence project
including adaptive computation time, post-training quantization, knowledge distillation and 4D parallelization, with claimed GPU-cluster efficiency above
Velvet_AI
Trimming artificial neural networks to reduce computational overhead
involves different trade-offs between accuracy and computational cost. Knowledge distillation Neural Darwinism Blalock, Davis; Ortiz, Jose Javier Gonzalez; Frankle
Pruning (artificial neural network)
Pruning_(artificial_neural_network)
2019 text-generating language model
these issues, the company Hugging Face created DistilGPT2, using knowledge distillation to produce a smaller model that "scores a few points lower on some
GPT-2
Method that extracts features from radiographic medical images
typical solution is structure / architecture-level change, like knowledge distillation-based framework. In recent years, machine learning and deep learning
Radiomics
Computational model used in machine learning
introduced self-supervised pre-training (the "P" in ChatGPT) and neural knowledge distillation. In 1993, a neural history compressor system solved a "Very Deep
Neural network (machine learning)
Neural_network_(machine_learning)
Document search algorithm
mechanisms, document expansion strategies, and training objectives using knowledge distillation. Empirical evaluations have shown improvements on benchmarks such
Learned_sparse_retrieval
Method of speech synthesis that uses deep neural networks
an inverse autoregressive flow-based model which is trained by knowledge distillation with a pre-trained teacher WaveNet model. Since such inverse autoregressive
Deep learning speech synthesis
Deep_learning_speech_synthesis
Research organization
synthesis of high-quality training data, improved reasoning skills, knowledge distillation, domain-specific adaptation, multi-agent systems and multimodality)
Fraunhofer-Gesellschaft
List of concepts in artificial intelligence
knowledge. Thus, a knowledge-based system has two distinguishing features: a knowledge base and an inference engine. knowledge distillation The process of
Glossary of artificial intelligence
Glossary_of_artificial_intelligence
Tendency of a substance to vaporize
this process is known as distillation. The process of petroleum refinement utilizes a technique known as fractional distillation, which allows several chemicals
Volatility_(chemistry)
Computer Scientist
IEEE Transactions on Artificial Intelligence A Survey on Symbolic Knowledge Distillation of Large Language Models- IEEE Transactions on Artificial Intelligence
Houbing_Song
Distilled alcoholic beverage from Mexico
peoples of the Pacific coastal regions of Mexico and applied to the distillation of agave to make mezcal. Mezcal is made from the heart of the agave plant
Mezcal
Process of "purifying" entangled quantum states
Entanglement distillation (also called entanglement purification) is the transformation of N copies of an arbitrary entangled state ρ {\displaystyle \rho
Entanglement_distillation
Professor of Electrical and Computer Engineering
and Q. Huang, "Training Efficient Saliency Prediction Models with Knowledge Distillation," 2019 ACM Multimedia. B. Zhang, P.C. Cosman, and L. Milstein, "Energy
Pamela_Cosman
Speech recognition technology for noisy telephone conversations
pp. 5755-5759, doi: 10.1109/ICASSP.2017.7953259. J. Cui et al., "Knowledge distillation across ensembles of multilingual models for low-resource languages
Babel_program
Type of distilled liquor produced in Japan
traditionally modeled on Scotch whisky, employing malted barley, pot still distillation, and oak cask maturation. However, Japanese producers typically emphasize
Japanese_whisky
Spanish physicist and materials scientist
Aminifar, Amir; Atienza, David (2024). "M2SKD: Multi-to-Single Knowledge Distillation of Real-Time Epileptic Seizure Detection for Low-Power Wearable
David_Atienza
Water treatment process used to remove liquid waste
ZLD, such as evaporators (for instance multi stage flash distillation), multi effect distillation, mechanical vapor compression, crystallization, and condensate
Zero_liquid_discharge
German surgeon, alchemist and botanist
especially the distillation of medicinal substances. He also drew on a wide range of medical and alchemical texts, adapting this knowledge into practical
Hieronymus_Brunschwig
Central European alcohol
production process is distillation. There are two types of distillation processes used: in a pot still or in a column still. Distillation in a pot still is
Pálinka
Types of essential oils
Most commonly these oils are extracted via hydrodistillation or steam distillation. Attar can also be expressed by chemical means but generally natural
Attar
American physicist, information theorist, and IBM Research fellow
Together with others he also introduced the concept of entanglement distillation.[citation needed] Bennett is a Fellow of the American Physical Society
Charles H. Bennett (physicist)
Charles_H._Bennett_(physicist)
Style of Irish whiskey
whisky.com/information/knowledge/production/details/the-scottish-pot-stills.html https://www.thoughtco.com/what-is-distillation-601964 O'Connor, Fionnán
Single_pot_still_whiskey
Type of artificial intelligence model trained on Earth observation and geoscientific data
iterations), data clustering (e.g., DeepCluster, SwAV), teacher-student knowledge distillation (e.g., BYOL, DINO variants), and cross-correlation matrix redundancy
Geospatial_foundation_model
Intelligence of machines
(2016). "Thinking Machines: The Search for Artificial Intelligence". Distillations. Vol. 2, no. 2. pp. 14–23. Archived from the original on 19 August 2018
Artificial_intelligence
South and Southeast Asian alcoholic drink
eastern Mediterranean. This is largely due to the proliferation of distillation knowledge throughout the Middle East during the 14th century. Each country
Arrack
Concept in decision-making
exploration of the agent. Random Network Distillation (RND) method attempts to solve this problem by teacher–student distillation. Instead of a forward dynamics
Exploration–exploitation dilemma
Exploration–exploitation_dilemma
Form of petroleum primarily used in road construction
For the manufactured material, which is a refined residue from the distillation process of selected crude oils, bitumen is the prevalent term in much
Bitumen
Use of knowledge for practical goals
Technology is the application of conceptual knowledge to achieve practical goals, especially in a reproducible way. The word technology can also mean
Technology
English physician
Art of Distillation, a detailed handbook of knowledge and practice at the time, said to be possibly the earliest definitive book on distillation. However
John_French_(physician)
Distilled alcoholic beverage from Mexico
sap for thousands of years. Pulque is fermented, not distilled. The distillation technology to produce mezcal from agave heart juice was first introduced
Tequila
Title used for a distilling expert or distillery leader
desired characteristics. The spirit produced at different points in the distillation process varies in quality and has different characteristics. Making "cuts"
Master_distiller
American artificial intelligence company
Some industry observers noted similarities between DeepSeek's model distillation approach and OpenAI's methodology, though no formal intellectual property
OpenAI
History of the Trojan War told in poems
from Late Antiquity and the Byzantine period. The Epic Cycle was the distillation in literary form of an oral tradition that had developed during the Greek
Epic_Cycle
2002 phrase from Donald Rumsfeld
1950s. Canadian columnist Mark Steyn called it "in fact a brilliant distillation of quite a complex matter". Australian economist and blogger John Quiggin
There_are_unknown_unknowns
Licensed mariner responsible for propulsion plants and support systems
water distillation and separation; air conditioning; refrigeration; sewage treatment and water systems on board the vessel. They require knowledge and hands-on
Engine_officer
Process of removing impurities from water
used include physical processes such as filtration, sedimentation, and distillation; biological processes such as slow sand filters or biologically active
Water_purification
Grape spirit made in Peru and Chile
which was the name of the grape liqueur that was originated in the area. Distillation of the wine into pisco began in earnest around the turn of the 17th century
Pisco
U.S. library, museum, and archive
include oil paintings depicting such early modern chemical activities as distillation and metallurgy and watercolors showing the production process of the
Science_History_Institute
Room for preparing household components
useful practical knowledge, a "family book" like a family Bible. A still room in a Renaissance great house would be equipped with distillation equipment, and
Still_room
1934 reference book for chemical engineering
fluid; heat transfer equipment; psychrometry and evaporative cooling; distillation; gas absorption; liquid-liquid extraction; adsorption and ion exchange;
Perry's Chemical Engineers' Handbook
Perry's_Chemical_Engineers'_Handbook
City in Uttar Pradesh, India
as "India's perfume capital", Kannauj is known for its centuries old distillation of scents and perfume production. The traditional Kannauj Perfume, is
Kannauj
Process that uses living cells to obtain desired products
volatile products can be separated by distillation of the harvested culture without pre-treatment. Distillation is done at reduced pressure at continuous
Bioprocess
1903 antisemitic text
the German newspaper Frankfurter Zeitung in 1924. Beginning in 1933, distillations of the work were assigned by some German teachers, as if they were factual
The Protocols of the Elders of Zion
The_Protocols_of_the_Elders_of_Zion
Branch of natural philosophy
techniques in chemistry. Her best known advances were in heating and distillation processes. The laboratory water-bath, known eponymously (especially in
Alchemy
Self-contained, easily transported units used to purify water from untreated sources
ozonation, etc.), ultraviolet purification (including sodis), distillation (including solar distillation), and flocculation. Often these are used in combination
Portable_water_purification
Antler of male red deer
hartshorn is a crude chemical product obtained from the destructive distillation of deer antlers. Salt of hartshorn refers to ammonium carbonate, an early
Hartshorn
1986 nuclear accident in the Soviet Union
on 30 April 2013. Boyle, Rebecca (2017). "Greetings from Isotopia". Distillations. Vol. 3, no. 3. pp. 26–35. Archived from the original on 15 June 2018
Chernobyl_disaster
Canadian computer scientist (born 1955)
in quantum cryptography, quantum teleportation, quantum entanglement distillation, quantum pseudo-telepathy, and the classical simulation of quantum entanglement
Gilles_Brassard
Scientific inquiry based on observation or experimental procedure
developed chemical processes such as crystallization, calcination, and distillation. He also discovered important acids like sulfuric and nitric acid, expanding
Empirical_research
Mixture of fragrant substance
in chemistry in the 19th century, combined with existing knowledge of natural distillation techniques, set the terrain for a "new" perfume industry that
Perfume
Study of making products from raw materials
storage equipment (such as tanks and silos), transformations (such as distillation columns, receiver/head tanks, mixing, separations, pumping, etc.) and
Process_engineering
Ancient Egyptian medical papyrus
also known as Papyrus Ebers, is an Egyptian medical papyrus of herbal knowledge dating to c. 1550 BCE (the late Second Intermediate Period or early New
Ebers_Papyrus
Small scale brewing of beer, mead, ciders
related to the hobby of home distillation, the production of alcoholic spirits for personal consumption, but home distillation is generally more tightly
Homebrewing
Static pressure exerted by the weight of the Earth's atmosphere
in distillation, the atmospheric pressure may be lowered by using a vacuum pump, as in a rotary evaporator. An important application of the knowledge that
Atmospheric_pressure
German engineer and scientist
technique to obtain pure oxygen and nitrogen based on the fractional distillation of liquefied air. By 1910, coworkers including Carl's son Friedrich had
Carl_von_Linde
Lightweight black carbon residue
non-volatile compounds. Wood charcoal is obtained as the residue by destructive distillation of wood such that the products are: Liquid products – pyroligneous acid
Charcoal
Naturally occurring combustible liquid
fracking. Once extracted, oil is refined and separated, most easily by distillation, into numerous products for direct use or use in manufacturing. Petroleum
Petroleum
Core group of ancient Hebrew scriptures
literature" of their respective cultures, studied by children and considered distillations of the society's values. The division of the Bible into 22 books may
Hebrew_Bible
Muslim Arab philosopher, mathematician and physician (c. 801–873)
Perfume and Distillations"), contains one of the earliest known references to the distillation of wine. The work also describes the distillation process for
Al-Kindi
Combustible hydrocarbon liquid
clear liquid formed from hydrocarbons obtained from the fractional distillation of petroleum between 150 and 275 °C (300 and 525 °F), resulting in a
Kerosene
Mexican distilled beverage made from some species of asparagus
juice into a beer-like alcoholic beverage as early as 800 years ago. Distillation technology was introduced in the 16th century by early Filipino immigrants
Sotol
Measure of a civilization's evolution
The knowledge of these hypothetical supercivilizations must fit into a wide range of physical laws that contain the entirety of our current knowledge, since
Kardashev_scale
Persian polymath, physician and philosopher (c. 980–1037)
Avicenna was first to derive the attar of flowers from distillation and used steam distillation to produce essential oils such as rose essence, which he
Avicenna
Interdisciplinary theory behind quantum computing
Classical capacity entanglement-assisted quantum capacity Entanglement distillation Entanglement swapping Monogamy of entanglement LOCC Quantum channel quantum
Quantum_information_science
Scottish naval surgeon and inventor
Scottish naval surgeon and inventor. In 1770, he introduced a method for distillation of seawater to the Royal Navy, and was awarded the sum of £5,000 (equivalent
Charles_Irving_(surgeon)
Most populous city in Canada
years. During the late 19th century, Toronto became the largest alcohol distillation (in particular, spirits) centre in North America.[citation needed] A
Toronto
King of England, Scotland, and Ireland from 1660 to 1685
April 2010. Roberts, Jacob (Fall 2015). "Tryals and tribulations". Distillations Magazine. pp. 14–15. Retrieved 22 March 2018. Scott, C. L.; Turton,
Charles_II_of_England
continuing developments both in terms of technology and cultural references, distillation being one of the important developments. Cultural developments around
Alcohol_in_China
German chemist (1851–1930)
Anschütz, Distillation Under Reduced Pressure, Bonn 1887; Hantzsch, these Annals 249: 57.) The use of a short Hempel's column during vacuum distillation has
Rainer_Ludwig_Claisen
Waste product of fires
clearing practices. People in ancient history already possessed extensive knowledge of the nutrients produced by (from social 10th textbook)(manufacturing
Ash
Petroleum substitute
temperature carbonization of pine wood in anoxic conditions (dry distillation or destructive distillation). The wood is rapidly decomposed by applying heat and pressure
Pyrolysis_oil
Philosophy based on the teachings of Hermes Trismegistus
mysteries of birth, death, and resurrection. The various stages of chemical distillation and fermentation, among other processes, are aspects of these mysteries
Hermeticism
Period of cultural flourishing from 786 to 1258
contributors to the development of pharmacy. Chemical techniques such as distillation, condensation, evaporation and pulverization were often used.[citation
Islamic_Golden_Age
Alcoholic drink normally served before or after a meal
2020. The Philokalia: Vol. 1; St. Diadochos of Photiki, On Spiritual Knowledge; p. 267. Faber and Faber, Inc. New York, New York; 1979. Bezzone, Francesca
Apéritif_and_digestif
Bosnian rock band
Punjabi, and Italian. The album title is an allusion to the makeshift distillation apparatus used to distill rakija, a regionally popular variety of moonshine
Dubioza_kolektiv
Professional designation branch of engineering
chemical process simulators Outline of chemical engineering Chemfluence Distillation Fluid dynamics Heat transfer List of chemical engineering societies List
Chemical_engineer
Distilled alcoholic beverage from Ryukyu Islands
from rice and is not a direct product of brewing (like sake) but of distillation (like shōchū). The majority of Aamui made today uses indica rice imported
Awamori
Tar distillation byproduct used as wood preservative
Creosote is a category of carbonaceous chemicals formed by the distillation of various tars and pyrolysis of plant-derived material, such as wood, or fossil
Creosote
Technique for the generative modeling of a continuous probability distribution
PMLR: 8162–8171. Salimans, Tim; Ho, Jonathan (2021-10-06). Progressive Distillation for Fast Sampling of Diffusion Models. The Tenth International Conference
Diffusion_model
Liquid fuel derived from petroleum
chemically composed of organic compounds derived from the fractional distillation of petroleum and later chemically enhanced with gasoline additives. It
Gasoline
Industrial process plant that manufactures chemicals
operation in a chemical plant; for example, see Continuous distillation and Batch distillation. The amount of primary feedstock or product per unit of time
Chemical_plant
Substance in alchemy
experimental techniques to the chemistry world such as the process of distillation and sublimation. The Tree of Diana was thought to be a precursor to the
Diana's_Tree
Group of chemical compounds
chemist Adolf von Baeyer had synthesized picoline in two ways: by the dry distillation of acroleïnammoniak (CH2=CH-CH=N-CHOH-CH=CH2) and by heating tribromallyl
Picoline
German nun and polymath (c. 1098 – 1179)
larger monastic world. Higley believes that "the Lingua is a linguistic distillation of the philosophy expressed in her three prophetic books: it represents
Hildegard_of_Bingen
American educator, author, businessman and motivational speaker
Church. According to Clayton Christensen, The Seven Habits was a secular distillation of Latter-day Saint values. Covey's book Spiritual Roots of Human Relations
Stephen_Covey
Research field
engage their learners for optimal learning outcomes. In particular, the distillation of data for human judgment technique provides an opportunity for educators
Educational_data_mining
Highly corrosive mineral acid
Great and Ramon Llull (both 13th century). These works describe the distillation of a mixture containing niter and green vitriol, which they call eau
Nitric_acid
Psychoactive species of plant
legal in Israel as long as it is consumed in its natural form, but the distillation of its components is illegal. Some use the plant as a hedge since it
Khat
Family of large language models by Google
Gemma 3 2025-03-12 1B, 4B, 12B, 27B 131,072 All models trained with distillation. Post-training focuses on math, coding, chat, instruction following,
Gemma_(language_model)
British passenger liner that sank in 1912
from seawater. However, this was not a straightforward process as the distillation plant could quickly become clogged by salt deposits. A network of insulated
Titanic
KNOWLEDGE DISTILLATION
KNOWLEDGE DISTILLATION
Girl/Female
Tamil
Bindhya | பீநà¯à®¤à¯à®¯à®¾
Knowledge
Bindhya | பீநà¯à®¤à¯à®¯à®¾
Girl/Female
Tamil
Chitkala | சிதà¯à®•à®²à®¾
Knowledge
Chitkala | சிதà¯à®•à®²à®¾
Girl/Female
Tamil
Budhipriya | பà¯à®¤à¯€à®ªà¯à®°à®¿à®¯à®¾
Knowledge
Budhipriya | பà¯à®¤à¯€à®ªà¯à®°à®¿à®¯à®¾
Girl/Female
Indian
Knowledge
Girl/Female
Tamil
Knowledge
Boy/Male
Tamil
Prabodhan | பà¯à®°à®ªà¯‹à®¤à®¨
Knowledge
Prabodhan | பà¯à®°à®ªà¯‹à®¤à®¨
Boy/Male
Tamil
Pratibodh | பà¯à®°à®¤à®¿à®ªà¯‹à®¤
Knowledge
Pratibodh | பà¯à®°à®¤à®¿à®ªà¯‹à®¤
Girl/Female
Tamil
Knowledge
Boy/Male
Indian
Knowledge
Boy/Male
Hindu, Indian, Punjabi, Sikh
True Knowlege; Lord Brahma; Having the True Knowledge
Girl/Female
Tamil
Knowledge
Boy/Male
Indian
Knowledge
Boy/Male
Indian
Knowledge
Girl/Female
Indian
Knowledge
Boy/Male
Indian
Knowledge
Boy/Male
Indian
Knowledge
Girl/Female
Tamil
Mithriya | மீதà¯à®°à¯€à®¯à®¾
Knowledge
Mithriya | மீதà¯à®°à¯€à®¯à®¾
Boy/Male
Tamil
Knowledge
Girl/Female
Indian
Knowledge
Boy/Male
Tamil
Knowledge
KNOWLEDGE DISTILLATION
KNOWLEDGE DISTILLATION
Boy/Male
Hawaiian
Elves' friend.
Boy/Male
Hindu
Lord Krishna
Girl/Female
Tamil
Anklet, Payal
Girl/Female
Arabic, Malaysian
Lovely; Kind; Pretty
Boy/Male
Muslim/Islamic
High High-ranking, cultured, refined
Boy/Male
Hindu, Indian
New
Boy/Male
Biblical
A moist table.
Boy/Male
Indian, Sanskrit
Gold
Boy/Male
Tamil
Wonderful, Successful & bright
Male
Arthurian
, le Brun, an ancient knight.
KNOWLEDGE DISTILLATION
KNOWLEDGE DISTILLATION
KNOWLEDGE DISTILLATION
KNOWLEDGE DISTILLATION
KNOWLEDGE DISTILLATION
n.
Superficial knowledge; a smattering.
n.
Knowledge.
v. t.
To own with gratitude or as a benefit or an obligation; as, to acknowledge a favor, the receipt of a letter.
v. t.
To of or admit the knowledge of; to recognize as a fact or truth; to declare one's belief in; as, to acknowledge the being of a God.
n.
Knowledge; knowledge of principles and causes; ascertained truth of facts.
v. i.
That familiarity which is gained by actual experience; practical skill; as, a knowledge of life.
v. t.
To acknowledge.
v. i.
The act or state of knowing; clear perception of fact, truth, or duty; certain apprehension; familiar cognizance; cognition.
v. i.
Sexual intercourse; -- usually preceded by carnal; as, carnal knowledge.
n.
Prior knowledge.
n.
Knowledge; understanding.
v. i.
That which is gained and preserved by knowing; instruction; acquaintance; enlightenment; learning; scholarship; erudition.
n.
The knowledge of a sciolist; superficial knowledge.
a.
Knowing; having knowledge.
n.
Deliberate consideration; knowledge.
n.
Knowledge of one's self, or of one's own character, powers, limitations, etc.
v.
Knowledge.
v. i.
Scope of information; cognizance; notice; as, it has not come to my knowledge.
v. i.
That which is or may be known; the object of an act of knowing; a cognition; -- chiefly used in the plural.
n.
Knowledge; hence, experience.