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RNN Encoder
RNN or rnn may refer to: * Random neural network, a mathematical representation of an interconnected network of neurons or cells which exchange spiking signals * Recurrent neural network Recurrent neural networks (RNNs) are a class of artificial neural networks designed for processing sequential data, such as text, speech, and time series, where the order of elements is important. Unlike feedforward neural networks, which proces ..., a class of artificial neural networks where connections between nodes form a directed graph along a temporal sequence ** rnn (software) * Recursive neural network, a kind of deep neural network created by applying the same set of weights recursively over a structured input * WRNN-TV, branded as Regional News Network, a television station licensed to New Rochelle, New York, United States * Rassd News Network, Egypt * Reserva Natural Nacional, national park in Colombia * IATA code for Bornholm Airport, Denmark * rnn, ISO 639-3 code for the Roon ... [...More Info...] [...Related Items...] OR: [Wikipedia] [Google] [Baidu] |
Recurrent Neural Network
Recurrent neural networks (RNNs) are a class of artificial neural networks designed for processing sequential data, such as text, speech, and time series, where the order of elements is important. Unlike feedforward neural networks, which process inputs independently, RNNs utilize recurrent connections, where the output of a neuron at one time step is fed back as input to the network at the next time step. This enables RNNs to capture temporal dependencies and patterns within sequences. The fundamental building block of RNNs is the ''recurrent unit'', which maintains a ''hidden state''—a form of memory that is updated at each time step based on the current input and the previous hidden state. This feedback mechanism allows the network to learn from past inputs and incorporate that knowledge into its current processing. RNNs have been successfully applied to tasks such as unsegmented, connected handwriting recognition, speech recognition, natural language processing, and neural ... [...More Info...] [...Related Items...] OR: [Wikipedia] [Google] [Baidu] |
Random Neural Network
The random neural network (RNN) is a mathematical representation of an interconnected network of neurons or cells which exchange spiking signals. It was invented by Erol Gelenbe and is linked to the G-network model of queueing networks as well as to Gene Regulatory Network models. Each cell state is represented by an integer whose value rises when the cell receives an excitatory spike and drops when it receives an inhibitory spike. The spikes can originate outside the network itself, or they can come from other cells in the networks. Cells whose internal excitatory state has a positive value are allowed to send out spikes of either kind to other cells in the network according to specific cell-dependent spiking rates. The model has a mathematical solution in steady-state which provides the joint probability distribution of the network in terms of the individual probabilities that each cell is excited and able to send out spikes. Computing this solution is based on solving a set o ... [...More Info...] [...Related Items...] OR: [Wikipedia] [Google] [Baidu] |
Rnn (software)
rnn is an open-source machine learning framework that implements recurrent neural network architectures, such as LSTM and GRU, natively in the R programming language, that has been downloaded over 100,000 times (from the RStudio servers alone). The rnn package is distributed through the Comprehensive R Archive Network under the open-source GPL v3 license. Workflow The below example from the rnn documentation show how to train a recurrent neural network to solve the problem of bit-by-bit binary addition. > # install the rnn package, including the dependency sigmoid > install.packages('rnn') > # load the rnn package > library(rnn) > # create input data > X1 = sample(0:127, 10000, replace=TRUE) > X2 = sample(0:127, 10000, replace=TRUE) > # create output data > Y # convert from decimal to binary notation > X1 X2 Y # move input data into single tensor > X # train the model > model <- trainr(Y=Y, + X=X, + learningrate = 1, + ... [...More Info...] [...Related Items...] OR: [Wikipedia] [Google] [Baidu] |
Recursive Neural Network
A recursive neural network is a kind of deep neural network created by applying the same set of weights recursively over a structured input, to produce a structured prediction over variable-size input structures, or a scalar prediction on it, by traversing a given structure in topological order. These networks were first introduced to learn distributed representations of structure (such as logical terms), but have been successful in multiple applications, for instance in learning sequence and tree structures in natural language processing (mainly continuous representations of phrases and sentences based on word embeddings). Architectures Basic In the simplest architecture, nodes are combined into parents using a weight matrix (which is shared across the whole network) and a non-linearity such as the \tanh hyperbolic function. If c_1 and c_2 are n-dimensional vector representations of nodes, their parent will also be an n-dimensional vector, defined as: : p_ = \tanh(W _ ... [...More Info...] [...Related Items...] OR: [Wikipedia] [Google] [Baidu] |
WRNN-TV
WRNN-TV (channel 48) is a television station licensed to New Rochelle, New York, United States, serving the New York City area as an affiliate of Shop LC. It serves as the flagship station and namesake of Rye Brook–based WRNN-TV Associates; its studio facilities and headquarters are co-located on Westchester Avenue in Rye Brook. Through a channel sharing agreement with WWOR-TV (channel 9), WRNN-TV transmits using WWOR-TV's spectrum from a tower atop One World Trade Center. History W62AA Channel 62 was first used in the New York metropolitan area by W62AA, which was founded in 1970 by Screen Gems Broadcasting, a sub-division of Columbia Pictures as a translator for then independent station WNJU-TV (channel 47). It was one of the many translator stations serving the entire New York City area. By 1975, WNJU-TV and most of the major stations in New York had moved their transmitters to the World Trade Center, but W62AA remained at the Empire State Building to expand its signal ... [...More Info...] [...Related Items...] OR: [Wikipedia] [Google] [Baidu] |
Rassd News Network
Rassd News Network, also known by its initials of RNN (Arabic:شبكة رصد الاخبارية), is an alternative media network based in Cairo, Egypt. RNN was launched as a Facebook-based news source launched on January 25, 2011. It quickly advanced to become a primary contributor of Egyptian revolution-related news that year. Applying the motto "From the people to the people," the citizen journalists who created RNN have since added a Twitter feed and launched an independent website dedicated to short news stories favored by an online audience. RNN is an organized citizen news network with four working committees; one for editing the news, another to support the correspondents covering Egypt, a third for managing the multimedia feeds and a fourth for staff functions such as development, training and public relations. RNN's Arabic name, Rassd, is an acronym that stands for Rakeb (observe), Sawwer (record) and Dawwen (blog). RNN created a Ustream channel on January 27, 2011, an ... [...More Info...] [...Related Items...] OR: [Wikipedia] [Google] [Baidu] |
List Of National Parks Of Colombia
The protected areas of Colombia are grouped into the National System of Protected Areas (Colombia), National System of Protected Areas. As of 2018, there are 59 nationally protected areas which cover about and represent more than 14% of the country's area. National Natural Park System The National Natural Park System is divided into the following categories: * National Natural Parks (''Parque Natural Nacional'' - PNN): 43 * Fauna and Flora Sanctuaries (''Sanctuario de Flora y Fauna'' - SFF): 12 * National Natural Reserves (''Reserva Natural Nacional'' - RNN): 2 * Unique Natural Areas (''Área Natural Única'' - ANU): 1 * Road park (''Vía Parque''): 1 List of Nationally Protected Areas Proposed areas Currently there are other proposed areas for national natural parks: * Morichales de Paz de Ariporo The following locations could be declared fauna and flora sanctuaries: * Bosque Seco del Patía Fauna and Flora Sanctuary, Bosque Seco del Patía * Serranía de Pinche * Ser ... [...More Info...] [...Related Items...] OR: [Wikipedia] [Google] [Baidu] |
Bornholm Airport
Bornholm Airport () is a Denmark, Danish airport located 2.7 nautical miles (5 km) southeast of Rønne, on the island of Bornholm. The airport is operated by Statens Luftfartsvæsen (''The Danish Civil Aviation Administration'') with the air traffic control provided by Naviair. History In 1935, representatives of Rigsdagen, Rønne municipality and Det Danske Luftfartsselskab (DDL) − later a part of Scandinavian Airlines System − agreed to establish an air connection between Rønne and Copenhagen Airport, Copenhagen. The following year ''A/S Den bornholmske Flyveplads'' was founded, with airport construction beginning in 1937. Two years later the first route commenced on a temporary licence from the air transport inspectorate. Flights were however suspended after several days due to runway problems. The airport was officially opened on 16 November 1940, with DDL operating a daily route to Copenhagen. The first temporary terminal was erected shortly after, in 1941, howeve ... [...More Info...] [...Related Items...] OR: [Wikipedia] [Google] [Baidu] |
