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SOAP: Improving and Stabilizing Shampoo using Adam

arXiv.org
There is growing evidence of the effectiveness of Shampoo, a higher-order preconditioning method, over Adam in deep learning optimization tasks. However, Shampoo's drawbacks include additional hyperparameters and computational overhead when compared to ...
Nikhil Vyas   +6 more
semanticscholar   +1 more source

A New Perspective on Shampoo's Preconditioner

International Conference on Learning Representations
Shampoo, a second-order optimization algorithm which uses a Kronecker product preconditioner, has recently garnered increasing attention from the machine learning community.
Depen Morwani   +5 more
semanticscholar   +1 more source

Purifying Shampoo: Investigating Shampoo's Heuristics by Decomposing its Preconditioner

arXiv.org
The recent success of Shampoo in the AlgoPerf contest has sparked renewed interest in Kronecker-factorization-based optimization algorithms for training neural networks.
Runa Eschenhagen   +4 more
semanticscholar   +1 more source

Shampooing and Shampoos

1990
The importance of a causually effective treatment for scalp seborrhoea and dandruff results from the high incidence of these conditions. For such treatment, shampooing is of crucial importance. This chapter discusses the effects of shampoos on sebaceous secretion and on the hydrolysis of triglycerides and the relevance of this for scalp seborrhoea, and
M. Gloor, M. Gehse
openaire   +1 more source

4-bit Shampoo for Memory-Efficient Network Training

Neural Information Processing Systems
Second-order optimizers, maintaining a matrix termed a preconditioner, are superior to first-order optimizers in both theory and practice. The states forming the preconditioner and its inverse root restrict the maximum size of models trained by second ...
Sike Wang, Jia Li, Pan Zhou, Hua Huang
semanticscholar   +1 more source

Formulation and in vitro characterization of tea tree oil anti-dandruff shampoo

Current Cosmetic Science, 2021
Dandruff is the common scalp condition affecting half of the population of the world. The current study was aimed at developing anti-dandruff shampoos containing tea tree oil, which is believed to have effects against Malassezia furfur, a fungus ...
H. Umar   +5 more
semanticscholar   +1 more source

Formulation, Optimitziation and Evaluation of Polyherbal Anti-Dandruff Shampoo

Asian Journal of Pharmacy and Technology, 2021
Psidium Guajava, family Myrtaceae and Glycyrrhiza glabra family Leguminosae has been reported to possess antioxidant, antimicrobial, antiinflammatory, antibacterial and antifungal properties.
Arpit Gawshinde   +4 more
semanticscholar   +1 more source

Preparation and evaluation of a free surfactant herbal shampoo with Acanthophyllum Squarrosum Saponins

Journal of Cosmetic Dermatology, 2020
Shampoos remove fat and pus from the skin and hair. The most critical part of these products is their cleansing properties; therefore, the amount of shampoo cleanser plays an essential role in consumer acceptance.
E. Moghimipour   +3 more
semanticscholar   +1 more source

Shampooing and Shampoos

1972
The word ‘shampoo’ is derived from the Hindustani word champo, which means to press or rub. Shampooing is the act of pressing or rubbing. To shampoo is to wash, cleanse or remove all dirt dust grease lacquer setting aids other matter from the surface of the hair and skin by the process of shampooing or hair washing.
openaire   +1 more source

Shampoos

Therapeutische Umschau, 2002
Die Shampoobehandlung übertrifft die Funktion der bloßen Reinigung. Von einem Shampoo werden zusätzliche Wirkungen erwartet: Shampoos sollen die Haare kosmetisch aufbessern, auf die Bedürfnisse verschiedener Haarqualitäten und individueller Waschgewohnheiten zugschnitten sein und gleichzeitig spezifische Probleme der Kopfhaut und der Haare günstig ...
openaire   +1 more source

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