Abstract: An interactive interpretation session with respect to a first version of a machine learning model is initiated. In the session, indications of factors contributing to a prediction decision are provided, as well indications of candidate model enhancement actions. In response to received input, an enhancement action is implemented to obtain a second version of the model. The second version of the model is stored.

Abstract: Disclosed is a personal care composition comprising: (a) a cationic or nonionic surfactant; (b) a high melting point fatty compound having a melting point of from 25° C. to 60° C. (c) a solid organic compound having a water solubility of lower than 25 g per 1 liter water, and having a melting point of exceeding 60° C., and also having a specific AlogP; (d) a first liquid oily compound other than a second liquid oily compound, wherein the first liquid oily compound has a water solubility of 10 g per 1 liter water or less, wherein a mixture of all the first liquid oily compounds included in the composition has a di-electric constant of from about 5 to about 10, and wherein the weight ratio of the solid organic compound to the first liquid oily compound is from about 1:1 to about 1:10; and (e) an aqueous carrier, wherein the composition comprises 0.1% or less of a second liquid oily compound having a higher AlogP of 7.0 or higher.

Abstract: Disclosed is a dissolvable solid article, comprising by weight of the article: from about 10% to about 50% of a water soluble polymer; from about 20% to about 80% of a surfactant; from about 0.5% to about 2% of diaminocarboxylic acid chelants and salts thereof having an average molecular weight in acid form of from about 250 to about 450 daltons and having a weighted log P value at pH 4 of from about ?12 to about ?7; from about 0.1% to about 6% of an aromatic carboxylic acid and salts thereof having an average molecular weight in acid form of from about 100 to about 400 daltons and having a weighted log P value at pH 4 of from about ?2 to about 4; from about 0.1% to about 18% of an non-aromatic organic alpha hydroxy acid and salts thereof; wherein the dissolvable solid article has a pH of from about 3 to about 5.1 when dissolved with 30 parts water to 1 part of the dissolvable solid article.

Abstract: An interactive interpretation session with respect to a first version of a machine learning model is initiated. In the session, indications of factors contributing to a prediction decision are provided, as well indications of candidate model enhancement actions. In response to received input, an enhancement action is implemented to obtain a second version of the model. The second version of the model is stored.

Abstract: A hair conditioner composition comprising a first material and a second material; wherein the first material comprises at least two amine groups, has an A Log P at pH 6 of less than about ?2, and has a hydrophobic surface area at pH 6 of at least about 160 ?2 (Angstrom)2; and wherein the second material comprises at least one C12 to C22 carbon chain and has an A Log P at pH 6 of at least about 3.2.

Abstract: An interactive interpretation session with respect to a first version of a machine learning model is initiated. In the session, indications of factors contributing to a prediction decision are provided, as well indications of candidate model enhancement actions. In response to received input, an enhancement action is implemented to obtain a second version of the model. The second version of the model is stored.

Abstract: Low-pH, aqueous skin care composition, comprising: a) about 0.1% to about 10% of a hydroxycinnamic acid (HCA); b) about 0.1% to about 10% of a polar emollient; c) from about 1.5% to less than 20% of a co-solvent with a Hansen solubility parameter distance of less than 15 from the—hydroxycinnamic acid (HCA); and d) water, wherein the pH of the composition is about 5.0 or less, and wherein the composition meets at least one of the following conditions (i)-(iii): (i) the composition further contains from about 0.1% to about 10% of a vitamin B3 compound; (ii) the weight ratio between HCA and the polar emollient is from about 1:1 to about 1:10; and (iii) the composition further contains from about 0.1% to about 5% of a sensory improving ingredient selected from the group consisting of: sugar alcohols, sugar-based emulsifiers, modified sugar derivatives, and mixtures thereof.

Abstract: A method for reducing the appearance of post-acne marks, lightening dark spots and discoloration, fading post-acne marks faster and/or preventing appearance of new post-acne marks by applying a skin care composition. The skin care composition contains a vitamin B3 compound, hydroxycinnamic acid, and water at a pH of less than 5.0.

Abstract: A dissolvable solid article, comprising: water soluble polymer; a surfactant; at least one selected from diaminocarboxylic acid chelants and salts thereof; at least one selected from aromatic carboxylic acids and salts thereof; a phenolic derivative; at least one selected from ?, ?-unsaturated Aliphatic Carboxylic Acids, salts, and derivatives thereof; at least one selected from non-aromatic organic alpha hydroxy acids and salts thereof; wherein the dissolvable solid article has a pH of from about 3 to about 5.5 when dissolved with 20 parts water to 1 part of the dissolvable solid article. The present invention provides dissolvable solid articles which provide preservative efficacy even after dissolution of the articles, while controlling the concentrations of preservative ingredients in the solid articles.

Abstract: An oral care composition with a tin, polyol with five or six carbon atoms, polyol with seven or more hydroxyl functional groups, and a pH of greater than 7. An oral care composition with a tin ion source, a fluoride ion source, a polyol with five or six carbon atoms, a non reducing sugar or sugar alcohol with seven or more hydroxyl functional groups, and a pH of greater than 7. Oral care compositions with a high tin ion availability.

Abstract: Disclosed is a dissolvable solid article, comprising by weight of the article: from about 10% to about 50% of a water soluble polymer; from about 20% to about 80% of a surfactant; from about 0.5% to about 2% of diaminocarboxylic acid chelants and salts thereof having an average molecular weight in acid form of from about 250 to about 450 daltons and having a weighted log P value at pH 4 of from about ?12 to about ?7; from about 0.1% to about 6% of an aromatic carboxylic acid and salts thereof having an average molecular weight in acid form of from about 100 to about 400 daltons and having a weighted log P value at pH 4 of from about ?2 to about 4; from about 0.1% to about 18% of an non-aromatic organic alpha hydroxy acid and salts thereof; wherein the dissolvable solid article has a pH of from about 3 to about 5.1 when dissolved with 30 parts water to 1 part of the dissolvable solid article.

Abstract: An oral care composition with a tin, polyol with five or six carbon atoms, polyol with seven or more hydroxyl functional groups, and a pH of greater than 7. An oral care composition with a tin ion source, a fluoride ion source, a polyol with five or six carbon atoms, a non reducing sugar or sugar alcohol with seven or more hydroxyl functional groups, and a pH of greater than 7. Oral care compositions with a high tin ion availability.

Abstract: An oral care composition with a tin, polyol with five or six carbon atoms, polyol with seven or more hydroxyl functional groups, and a pH of greater than 7. An oral care composition with a tin ion source, a fluoride ion source, a polyol with five or six carbon atoms, a non reducing sugar or sugar alcohol with seven or more hydroxyl functional groups, and a pH of greater than 7. Oral care compositions with a high tin ion availability.

Abstract: A cosmetic composition is provided, the composition comprising a safe and effective amount of a skin care active with A log P less than ?2.0, a safe and effective amount of a fatty alcohol; and a safe and effective amount of a glyceryl ester. The combination of fatty alcohol and glyceryl esters surprisingly enhances penetration of skin care actives with low A log P values into skin.

Abstract: Disclosed is a personal care composition comprising: (a) a cationic or nonionic surfactant; (b) a high melting point fatty compound having a melting point of from 25° C. to 60° C. (c) a solid organic compound having a water solubility of lower than 25 g per 1 litter water, and having a melting point of exceeding 60° C., and also having a specific A log P; (d) a first liquid oily compound other than a second liquid oily compound, wherein the first liquid oily compound has a water solubility of 10 g per 1 litter water or less, wherein a mixture of all the first liquid oily compounds included in the composition has a di-electric constant of from about 5 to about 10, and wherein the weight ratio of the solid organic compound to the first liquid oily compound is from about 1:1 to about 1:10; and (e) an aqueous carrier, wherein the composition comprises 0.1% or less of a second liquid oily compound having a higher A log P of 7.0 or higher.

Abstract: A cosmetic composition suitable for topical application is provided. The cosmetic composition comprises: glycerin; a lipid bilayer structurant with a glyceryl headgroup; a penetration enhancer; and a skin care active. The penetration enhancer increases the amount of active that enters skin when the composition is topically applied, while the glycerin and lipid bilayer structurant with glyceryl headgroup work together with lipid bilayers of the skin to impede progress of active through the skin.

Abstract: A cosmetic composition is provided, the composition comprising a safe and effective amount of a skin care active with A log P less than ?2.0, a safe and effective amount of a fatty alcohol; and a safe and effective amount of a glyceryl ester. The combination of fatty alcohol and glyceryl esters surprisingly enhances penetration of skin care actives with low A log P values into skin.

Abstract: A cosmetic composition is provided, the composition comprising a safe and effective amount of a skin care active with A log P less than ?2.0, a safe and effective amount of a fatty alcohol; and a safe and effective amount of a glyceryl ester. The combination of fatty alcohol and glyceryl esters surprisingly enhances penetration of skin care actives with low A log P values into skin.

Abstract: The present invention discloses a pre-wash composition having from about 0.1% to about 12.0% of a sebum modifier material or mixture of sebum modifier materials, wherein the sebum modifier material has the following physical properties: i.) Molecular charge surface area higher than ?8; and ii.) Shadow length greater than 18; from about 88 wt. % to about 99.9 wt. % water carrier; and from about 0.1 wt. % to about 5 wt. % emulsifier selected from the group consisting of anionic, non-ionic, cationic and amphoteric.

Abstract: A cosmetic composition is provided, the composition comprising a safe and effective amount of a skin care active with A log P less than ?2.0, a safe and effective amount of a fatty alcohol; and a safe and effective amount of a glyceryl ester. The combination of fatty alcohol and glyceryl esters surprisingly enhances penetration of skin care actives with low A log P values into skin.