Abstract: A computer implemented method may collect a set of known drug compounds from a database, and create augmented datasets with labeled and unlabeled chemical data and biological data. A computer implemented method may train a neural network using the expanded training set to generate a prediction score of bioactivity of candidate drug compounds towards the biological target, wherein the contribution of the second plurality of unlabeled samples in training the neural network is scaled by a parameter. A computer implemented method may output one or more refined neural network models capable of generating candidate drug compounds with predicted activity. A computer implemented method may generate a candidate drug compound by inputting a candidate drug compound with chemical data into the trained neural network model.

Abstract: Some embodiments provide methods of configuring an automobile, comprising: identifying, through a controller of a first automobile, a first user of potential users, wherein the identifying comprises identifying that the first user is proximate the first automobile; accessing a first plurality of pre-sets that correspond to the first user, wherein each of the first plurality of pre-sets comprises a standardized setting configured to be implemented in multiple different types of automobiles that have different available capabilities, wherein the first plurality of pre-sets are configured to achieve substantially the same environmental conditions in each of the different types of automobiles regardless of differences; and automatically applying all of the first plurality of pre-sets without any user interaction such that each of the first plurality of pre-sets is applied at one time establishing the environment of the first automobile consistent with the first plurality of pre-sets.

Abstract: Various aspects of a method and system for remote interaction with an electronic device via a user interface are disclosed herein. In an embodiment, the method comprises establishment of a first communication channel between a first electronic device and a second electronic device by use of a first communication protocol. A second communication channel is dynamically established with the second electronic device based on the established first communication channel. The second communication channel uses a second communication protocol. Data associated with the second electronic device is received by the first electronic device. The data is received via the established second communication channel.

Abstract: Various aspects of a method and system for remote interaction with an electronic device via a user interface are disclosed herein. In an embodiment, the method comprises establishment of a first communication channel between a first electronic device and a second electronic device by use of a first communication protocol. A second communication channel is dynamically established with the second electronic device based on the established first communication channel. The second communication channel uses a second communication protocol. Data associated with the second electronic device is received by the first electronic device. The data is received via the established second communication channel.

Abstract: Some embodiments provide methods of reanimating multimedia content, comprising: accessing multimedia content; accessing a plurality of dubbed vocalized content; determining a playback duration of a first dubbed vocalized content is different than a first primary vocalized content; identifying a first portion of the primary visual content corresponding to the first primary vocalized content; modifying the first portion of the primary visual content such that a number of frames in the first portion of the primary visual content is changed and has a playback duration that is more consistent with the playback duration of the first dubbed vocalized content; identifying a character movement corresponding to each distinct vocal sound within the first dubbed vocalized content; and reanimating a first character such that reanimated character movements of the first character are consistent and synchronized with the identified character movement corresponding to each of the distinct vocal sounds.

Abstract: Various aspects of a method and a system for switching a mode of an electronic device are disclosed herein. The method includes switching the electronic device from a first mode to a second mode in response to detecting one or more conditions. The method further includes outputting a second response in the second mode in response to a user input provided by a user. The second response corresponds to a first response in the first mode.

Abstract: Some embodiments provide methods of configuring an automobile, comprising: identifying, through a controller of a first automobile, a first user of potential users, wherein the identifying comprises identifying that the first user is proximate the first automobile; accessing a first plurality of pre-sets that correspond to the first user, wherein each of the first plurality of pre-sets comprises a standardized setting configured to be implemented in multiple different types of automobiles that have different available capabilities, wherein the first plurality of pre-sets are configured to achieve substantially the same environmental conditions in each of the different types of automobiles regardless of differences; and automatically applying all of the first plurality of pre-sets without any user interaction such that each of the first plurality of pre-sets is applied at one time establishing the environment of the first automobile consistent with the first plurality of pre-sets.

Abstract: Some embodiments provide methods of reanimating multimedia content, comprising: accessing multimedia content; accessing a plurality of dubbed vocalized content; determining a playback duration of a first dubbed vocalized content is different than a first primary vocalized content; identifying a first portion of the primary visual content corresponding to the first primary vocalized content; modifying the first portion of the primary visual content such that a number of frames in the first portion of the primary visual content is changed and has a playback duration that is more consistent with the playback duration of the first dubbed vocalized content; identifying a character movement corresponding to each distinct vocal sound within the first dubbed vocalized content; and reanimating a first character such that reanimated character movements of the first character are consistent and synchronized with the identified character movement corresponding to each of the distinct vocal sounds.