Abstract: There is provided a learning processing apparatus comprising: a learning processing unit configured to generate a control model that outputs a manipulated variable corresponding to an indicated variable and a process variable of a predetermined system by means of machine learning; a generation unit configured to generate controlling data that indicates a correspondence relation of a combination of the indicated variable and the process variable to the manipulated variable corresponding to the combination by using the control model; and a supply unit configured to supply the controlling data to a predetermined control apparatus.

Abstract: Provided is a learning device including: a data acquisition unit configured to acquire, before control of a control target provided in equipment by a machine learning model that outputs an action corresponding to a state of the equipment, initialization data including state data indicating the state of the equipment and action data indicating an action on the control target; and a preliminary learning unit configured to initialize the machine learning model by performing preliminary learning on the basis of the initialization data before start of reinforcement learning corresponding to the control of the control target by the machine learning model.

Abstract: There is provided a learning processing apparatus comprising: a learning processing unit configured to generate a control model that outputs a manipulated variable corresponding to an indicated variable and a process variable of a predetermined system by means of machine learning; a generation unit configured to generate controlling data that indicates a correspondence relation of a combination of the indicated variable and the process variable to the manipulated variable corresponding to the combination by using the control model; and a supply unit configured to supply the controlling data to a predetermined control apparatus.

Abstract: A method for translating a query input by the user in the source language into the target language and searching and retrieving web documents in the target language and translating said web documents into the source language.

Abstract: A method for translating a query input by the user in the source language into the target language and searching and retrieving web documents in the target language and translating the web documents into the source language. In this invention, the user first inputs a query in a source language through a unit such as the keyboard. This query is then processed by the server at the backend to extract content word from the input query. The next step takes place at the dialectal controller, which is present on the server and performs the function of dialectally standardizing the content word/words so extracted. During this process the user may be prompted for some more so as to refine the search by the user or in case dialectal standardization could not be performed using the initial input query. This is followed by the process of pre-search translation, which comprises of translating the dialectally standardized word into a target language through a translator.