Abstract: The present technology relates to a program, an information processing method, and an information processing apparatus that make it possible to easily design network. A program according to one aspect of the present technology is a program causing a computer to serve as: a generating unit that generates, in response to specification of a data set including data for learning, a network for inference execution and a network for learning corresponding to the data set; and a learning unit that inputs the data for learning to the network for learning and performs learning of the network for inference execution. The present technology is applicable to a program that supports network design by Deep Learning.

Abstract: There is provide an information processing device capable of reducing the time taken for selection of the learning setting, the information processing device including: a data acquisition unit configured to acquire a learning setting corresponding to information related to previous learning processing in which a degree of similarity with information related to learning processing specified by a user is higher than a predetermined degree of similarity as a learning setting to be recommended to the user; and a display control unit configured to control display corresponding to the learning setting to be recommended.

Abstract: Provided are an information processing apparatus and method, a display control apparatus and method, a reproducing apparatus and method, and an information processing system that transmit a response of viewers acquired in a more natural way to a place where content is captured, enabling presentation in an easier-to-see way. The information processing apparatus receives motion information indicating motions of users watching video content and information indicating attributes of the users, and generates an excitement image by arranging information visually indicating a degree of excitement of each user determined on the basis of the motion information transmitted from a plurality of reproducing apparatuses at a position according to an attribute of each user.

Abstract: An information processing method according to the present disclosure includes the steps of: evaluating, by a computer, a neural network having a structure held in a divided manner by a first device and a second device based on information on transfer of information between the first device and the second device in the neural network; and determining, by the computer, the structure of the neural network based on the evaluation of the neural network.

Abstract: There is provided an information processing device capable of intuitively adding a hardware resource intended to execute the learning, the information processing device including: a display control unit configured to control display of information indicating progress of a learning process and an addition button used to add dynamically a second hardware resource intended to execute the learning process to a first hardware resource on which the learning process is being executed.

Abstract: There is provided an information processing apparatus and an information processing method, the information processing apparatus including: a display size decision unit configured to decide a display size of data that is based on learning of a label corresponding to a class, on the basis of a distance between a position of the data arranged on the basis of a likelihood vector obtained by recognition of the data, and a position of a class to which the data belongs; and a communication control unit configured to cause the display size to be transmitted.

Abstract: There is provided an information processing device capable of searching for a network structure more efficiently, the information processing device including: a structure acquisition unit configured to acquire a graph structure searched for on a basis of information related to a structure of a graph-structured network.

Abstract: The present technology relates to a program, an information processing method, and an information processing apparatus that make it possible to easily design network. A program according to one aspect of the present technology is a program causing a computer to serve as: a generating unit that generates, in response to specification of a data set including data for learning, a network for inference execution and a network for learning corresponding to the data set; and a learning unit that inputs the data for learning to the network for learning and performs learning of the network for inference execution. The present technology is applicable to a program that supports network design by Deep Learning.

Abstract: The present technology relates to an information processing apparatus and method, a display control apparatus and method, a reproducing apparatus and method, a program, and an information processing system that transmit a response of viewers acquired in a more natural way to a place where content is captured, enabling presentation in an easier-to-see way. The information processing apparatus of one aspect of the present technology receives motion information indicating motions of users watching video content and information indicating attributes of the users, and generates an excitement image by arranging information visually indicating a degree of excitement of each user determined on the basis of the motion information transmitted from a plurality of reproducing apparatuses at a position according to an attribute of each user. The present technology is applicable to a server that processes information transmitted from the reproducing apparatuses of content distributed in real time via a network.

Abstract: The present technology relates to an information processing apparatus and method, a display control apparatus and method, a reproducing apparatus and method, a program, and an information processing system that transmit a response of viewers acquired in a more natural way to a place where content is captured, enabling presentation in an easier-to-see way. The information processing apparatus of one aspect of the present technology receives motion information indicating motions of users watching video content and information indicating attributes of the users, and generates an excitement image by arranging information visually indicating a degree of excitement of each user determined on the basis of the motion information transmitted from a plurality of reproducing apparatuses at a position according to an attribute of each user. The present technology is applicable to a server that processes information transmitted from the reproducing apparatuses of content distributed in real time via a network.

Abstract: There is provided an information processing apparatus which is capable of more efficiently designing a neural network which is fit for processing by a plurality of hardware devices, and an information processing method. The information processing apparatus includes: an acquiring unit configured to acquire restrictions relating to a plurality of hardware devices; and a determining unit configured to perform determination as to whether or not a neural network satisfies the restrictions.

Abstract: There is provide an information processing device capable of reducing the time taken for selection of the learning setting, the information processing device including: a data acquisition unit configured to acquire a learning setting corresponding to information related to previous learning processing in which a degree of similarity with information related to learning processing specified by a user is higher than a predetermined degree of similarity as a learning setting to be recommended to the user; and a display control unit configured to control display corresponding to the learning setting to be recommended.

Abstract: [Object] To provide an information processing apparatus and an information processing method. [Solution] The information processing apparatus including: a display size decision unit configured to decide a display size of data that is based on learning of a label corresponding to a class, on the basis of a distance between a position of the data arranged on the basis of a likelihood vector obtained by recognition of the data, and a position of a class to which the data belongs; and a communication control unit configured to cause the display size to be transmitted.

Abstract: There is provided an information processing apparatus to provide a mechanism capable of providing information indicating the appropriateness of a computational result by a model constructed by machine learning, the information processing apparatus including: a first acquisition section that acquires a first data set including a combination of input data and output data obtained by inputting the input data into a neural network; a second acquisition section that acquires one or more second data sets including an item identical to the first data set; and a generation section that generates information indicating a positioning of the first data set in a relationship with the one or more second data sets.

Abstract: There is provided an information processing device capable of searching for a network structure more efficiently, the information processing device including: a structure acquisition unit configured to acquire a graph structure searched for on a basis of information related to a structure of a graph-structured network.

Abstract: There is provided an information processing device capable of intuitively adding a hardware resource intended to execute the learning, the information processing device including: a display control unit configured to control display of information indicating progress of a learning process and an addition button used to add dynamically a second hardware resource intended to execute the learning process to a first hardware resource on which the learning process is being executed.

Abstract: The present technology relates to an information processing apparatus and method, a display control apparatus and method, a reproducing apparatus and method, a program, and an information processing system that transmit a response of viewers acquired in a more natural way to a place where content is captured, enabling presentation in an easier-to-see way. The information processing apparatus of one aspect of the present technology receives motion information indicating motions of users watching video content and information indicating attributes of the users, and generates an excitement image by arranging information visually indicating a degree of excitement of each user determined on the basis of the motion information transmitted from a plurality of reproducing apparatuses at a position according to an attribute of each user. The present technology is applicable to a server that processes information transmitted from the reproducing apparatuses of content distributed in real time via a network.

Abstract: An image processing apparatus may include a control device configured to detect an abnormality in accordance with at least one of (i) position or orientation information of a display or (ii) information indicating movement of HEAD MOTION an image of contents to be displayed to the display; and generate a free viewpoint image in accordance with the image of contents and the position or orientation information of the display.