Abstract: A technology is described for automating deployment of a machine learning model. An example method may include receiving, via a graphical user interface, credentials for connecting to a data store containing a plurality of datasets and connecting to the data store using the credentials. A selection of a target metric to predict using the machine learning model can be received, via the graphical user interface, and datasets included in the plurality of datasets that correlate to the target metric can be identified by analyzing the datasets to identify an association between the target metric and data contained within the datasets. The datasets can be input to the machine learning model to train the machine learning model to generate predictions of the target metric, and the machine learning model can be deployed to computing resources in a service provider environment to generate predictions associated with the target metric.

Abstract: A non-aqueous fabric dyeing method using a non-aqueous dyeing composition is described. The dyeing composition is a fluid at room temperature; contains no more than 5% water, no more than 5% VOCs and no more than 2.5% by weight vinyl monomers. The dye composition includes an organic dye that is solid at temperatures up to 130° C. and which sublimes or boils at 130 to 220° C., and further includes a carrier that is a liquid in the temperature range of 130 to 220° C.

Abstract: Antimicrobial/antiviral coatings are applied to substrates such as fabrics by applying and then curing a coating composition. The coating composition includes at least one free radical-curable monomer, at least one free radical initiator, and either or both of certain phenolic and/or menthol compounds and certain non-free radical-curable ammonium compounds.

Abstract: A cleaning composition for removing oil stains from fabrics is an oil-in-water emulsion containing a silicone oil having at least 5 silicon atoms and a vapor pressure of at most 0.05 kPa at 25° C., at least one poly(dimethyl siloxane) having up to 2 to 4 silicon atoms and a vapor pressure of at least 0.25 kPa at 25° C., and an emulsifier. The cleaning composition is useful for removing oil stains from fabrics that have an applied hydrophobic coating. The cleaning composition effectively removes the oil stains with little adverse affect, and sometimes even a beneficial effect, on the water-repellency of the fabric.

Abstract: A non-aqueous fabric dyeing method used a non-aqueous dyeing composition. The dyeing composition is a fluid at room temperature; contains no more than 5% water, no more than 5% VOCs and no more than 2.5% by weight vinyl monomers. The dye composition includes an organic dye that is solid at temperatures up to 130° C. and which sublimes or boils at 130 to 220° C., and further includes a carrier that is a liquid in the temperature range of 130 to 220° C.

Abstract: Fabrics are treated with a hydrophobic treatment that includes at least one hydrophobic monomer and a crosslinker. The treatment is low in volatile organic compounds and water. It is a liquid at 22° C. or a suspension having a phase that is liquid at 22° C. The monomer and crosslinker are cured in a free radical polymerization to form a hydrophobic coating on a fibrous substrate. The curing is performed by removing interstitial air from the fabric and then curing the fabric in a low oxygen environment without allowing it contact with oxygen or air from the time the interstitial air is removed until conversion of monomers reaches at least 50%.

Abstract: Textured fabrics have raised projections separated by depressed areas. The raised projections have heights of 0.3 to 8 mm above the level of the surrounding depressed areas. The raised projections have a pitch of 0.25 to 10 mm. The raised projections are locked into the fabric by the presence of a flexible, crosslinked polymer. The fabrics are water-resistant and breathable. The raised projections and the depressed areas create channels through which water can flow, maintaining the air permeability of the textured fabric during rainstorms. The textured fabric may be part of an outerwear rain jacket.

Abstract: A vertical take-off and landing (VTOL) unmanned aerial vehicle (UAV) storage and launch system includes a UAV pod (108) having a UAV pod processor (114) and a UAV (102) selectively enclosed in the UAV pod (108), the UAV (102) having only two rotors (202).