A computer-implemented method includes receiving a request to search for a data structure associated with one or more search criteria; searching, an index in a data repository, for the data structure, with the search based on the one or more search criteria; identifying, based on searching, the data structure associated with the one or more search criteria; obtaining a definition for the data structure; generating an interface that when presented on a computing device renders a representation of the definition for the data structure; and sending the interface to the computing device associated with the request to search.
Hardware Architecture For Processing Data In Neural Network
Henry Verheyen - Marina CA, US Jianjun Wen - San Jose CA, US
International Classification:
G06N 3/063 G06F 5/01 G06F 7/523 G06F 9/50
Abstract:
A hardware accelerator that is efficient at performing computations related to a neural network. In one embodiment, the hardware accelerator includes a first data buffer that receives input data of a layer in the neural network and shift the input data slice by slice downstream. The hardware accelerator includes a second data buffer that receives kernel data of the layer in the neural network and shift the kernel data slice by slice downstream. The hardware accelerator includes a first input shift register that receives an input data slice from the first data buffer. The first input shift register may correspond to a two-dimensional shift register configured to shift values in the input data slice in x and y directions. The hardware accelerator includes a second input shift register that receives a kernel data slice from the second data buffer. A multiplication block performs convolution of the input and kernel data.
Hardware Architecture For Processing Data In Neural Network
Henry Verheyen - Marina CA, US Jianjun Wen - San Jose CA, US
International Classification:
G06N 3/063 G06F 9/50 G06F 7/523 G06F 5/01
Abstract:
A hardware accelerator that is efficient at performing computations related to a neural network. In one embodiment, the hardware accelerator includes a first data buffer that receives input data of a layer in the neural network and shift the input data slice by slice downstream. The hardware accelerator includes a second data buffer that receives kernel data of the layer in the neural network and shift the kernel data slice by slice downstream. The hardware accelerator includes a first input shift register that receives an input data slice from the first data buffer. The first input shift register may correspond to a two-dimensional shift register configured to shift values in the input data slice in x and y directions. The hardware accelerator includes a second input shift register that receives a kernel data slice from the second data buffer. A multiplication block performs convolution of the input and kernel data.
Time Series Analysis And Forecasting Using A Distributed Tournament Selection Process
- San Jose CA, US Himanshu SHUKLA - San Jose CA, US Cong LIU - Foster City, CA Jianjun WEN - San Jose CA, US
Assignee:
Nutanix, Inc. - San Jose CA
International Classification:
G06N 99/00 G06N 5/02
Abstract:
A system for implementing seasonal time series analysis and forecasting using a distributed tournament selection process. Time series analysis is initiated by a prediction or runway event trigger. Prediction events include a determination of the availability of one or more resources at a given point in time or over a given time period. A runway event may include a determination of when a resource is below a minimum threshold level of availability. Training of the prediction models is based data taken from different time periods, accounting for any combination of time periods and/or for differing sampling frequencies or ranges. Processes for prosecuting a tournament to identify winning models are parallelized to achieve low latency tournament results. Ranking of each model and/or some combination of models is based on how precisely and/or conclusively the models match a determined set of training data.
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