An activity classifier system and method that classifies human activities using 2D skeleton data. The system includes a skeleton preprocessor that transforms the 2D skeleton data into transformed skeleton data, the transformed skeleton data comprising scaled, relative joint positions and relative joint velocities. The system also includes a gesture classifier comprising a first recurrent neural network that receives the transformed skeleton data, and is trained to identify the most probable of a plurality of gestures. The system also has an action classifier comprising a second recurrent neural network that receives information from the first recurrent neural networks and is trained to identify the most probable of a plurality of actions.

A cosmetic case has a generally rectangular shape with an internal space receive and hold multiple cosmetic cartridges containing various makeup products. This case has a slim-line design to facilitate easy storage and transport. Cosmetic cartridges can be inserted into the case from multiple and stored depending on the particular embodiment of the case. A securing means inside the case prevents inserted cartridges from dislodging from the case until desired by the user. The cosmetic case and system provides the advantage and ability to store cosmetic cartridges of different shapes and dimension in the case for optimal use. This invention enables a user to efficiently store and carry various cosmetic products for quick use especially when one desires a makeup touch up.

A pouch for removable attachment to a mobile phone case that affords easier holding of the phone case by the user as well as secure holding of personal items in the pouch. The pouch does not interfere with use of the phone camera or with mounting the phone on a charger or car mount. A strap with fasteners such as snaps or fasteners directly attached to the case hold the pouch to the case.

The present invention provides for a novel flask carry system whereby the flask is incorporated into a clutch purse accessory.

The present invention provides for a novel flask carry system whereby the flask is incorporated into a clutch purse accessory.

A chained purse wallet that provide a convenient way for a person's wallet to have the ability to be clipped to the interior of a purse. The chained purse wallet includes a ring inserted through an aperture disposed above the edge of a fold portion of the bifold and attached to a first end of the attachment chain and a C-clasp or a safety pin fastener disposed on a second end of the attachment chain that are utilized to couple the chained purse wallet to a purse.

A chained purse wallet that provide a convenient way for a person's wallet to have the ability to be clipped to the interior of a purse. The chained purse wallet includes a ring inserted through an aperture disposed above the edge of a fold portion of the bifold and attached to a first end of the attachment chain and a C-clasp or a safety pin fastener disposed on a second end of the attachment chain that are utilized to couple the chained purse wallet to a purse.

A purse support system has an interior cap and an exterior foot. The interior cap and the exterior foot are identically constructed and magnetically coupled supports that can be used to non-invasively add purse feet to a purse. The exterior foot and the interior cap each have a housing, an endcap, a receptacle, and an attachment mechanism. the endcap is a smooth component that prevents the purse support system from damaging external devices. The endcap is connected to one side of the housing. The receptacle is positioned within the housing and enables the attachment mechanism to be mounted to the housing. The attachment mechanism is a magnet that couples the interior cap to the exterior foot without damaging the purse.

A purse support system has an interior cap and an exterior foot. The interior cap and the exterior foot are identically constructed and magnetically coupled supports that can be used to non-invasively add purse feet to a purse. The exterior foot and the interior cap each have a housing, an endcap, a receptacle, and an attachment mechanism. the endcap is a smooth component that prevents the purse support system from damaging external devices. The endcap is connected to one side of the housing. The receptacle is positioned within the housing and enables the attachment mechanism to be mounted to the housing. The attachment mechanism is a magnet that couples the interior cap to the exterior foot without damaging the purse.