Abstract: In some aspects, the present disclosure relates to neural language modeling. In one embodiment, a computer-implemented neural network includes a plurality of neural nodes, where each of the neural nodes has a plurality of input weights corresponding to a vector of real numbers. The neural network also includes an input neural node corresponding to a linguistic unit selected from an ordered list of a plurality of linguistic units, and an embedding layer with a plurality of embedding node partitions. Each embedding node partition includes one or more neural nodes. Each of the embedding node partitions corresponds to a position in the ordered list relative to a focus term, is configured to receive an input from an input node, and is configured to generate an output.

Abstract: A percussion instrument configured as a shaker that is struck or shaken to produce a rattle or shaking sound. The shaker is a flexible, multi-chambered idiophone that can be struck or shaken at any angle or shaped into any number of configurations in order to generate a wide variety of sound characteristics. Furthermore, the flexibility of the shaker enables the instrument to be secured to a multi-purpose mounting bracket, which can then be attached to commonly available stands and arms that are used to support and arrange drums and cymbals.

Abstract: A percussion instrument configured as a shaker that is struck or shaken to produce a rattle or shaking sound. The shaker is a flexible, multi-chambered idiophone that can be struck or shaken at any angle or shaped into any number of configurations in order to generate a wide variety of sound characteristics. Furthermore, the flexibility of the shaker enables the instrument to be secured to a multi-purpose mounting bracket, which can then be attached to commonly available stands and arms that are used to support and arrange drums and cymbals.

Abstract: In some aspects, the present disclosure relates to neural language modeling. In one embodiment, a computer-implemented neural network includes a plurality of neural nodes, where each of the neural nodes has a plurality of input weights corresponding to a vector of real numbers. The neural network also includes an input neural node corresponding to a linguistic unit selected from an ordered list of a plurality of linguistic units, and an embedding layer with a plurality of embedding node partitions. Each embedding node partition includes one or more neural nodes. Each of the embedding node partitions corresponds to a position in the ordered list relative to a focus term, is configured to receive an input from an input node, and is configured to generate an output.

Abstract: The invention relates to novel crystal forms of azithromycin, an antibiotic useful in the treatment of infections.

Abstract: The invention relates to novel crystal forms of azithromycin, an antibiotic useful in the treatment of infections.

Abstract: The invention relates to novel crystal forms of azithromycin, an antibiotic useful in the treatment of infections.

Abstract: The invention relates to novel crystal forms of azithromycin, an antibiotic useful in the treatment of infections.

Abstract: The invention relates to novel crystal forms of azithromycin, an antibiotic useful in the treatment of infections.

Abstract: The invention relates to complexes of E-2-Methoxy-N-(3-{4-[3-methyl-4-(6-methyl-pyridin-3-yloxy)-phenylamino]-quinazolin-6-yl}-allyl)-acetamide having the following formula I: The invention also relates to pharmaceutical compositions containing the complexes of formula I. The invention further relates to methods of treating hyperproliferative diseases, such as cancers, in mammals, especially humans by administering the above complexes and to methods of preparing the above complexes.