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Mathematics of artificial neural networks information


An artificial neural network (ANN) combines biological principles with advanced statistics to solve problems in domains such as pattern recognition and game-play. ANNs adopt the basic model of neuron analogues connected to each other in a variety of ways.

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Mathematics of artificial neural networks

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An artificial neural network (ANN) combines biological principles with advanced statistics to solve problems in domains such as pattern recognition and...

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Neural network

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an artificial neural network is a mathematical model used to approximate nonlinear functions. Artificial neural networks are used to solve artificial intelligence...

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Types of artificial neural networks

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many types of artificial neural networks (ANN). Artificial neural networks are computational models inspired by biological neural networks, and are used...

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History of artificial neural networks

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Artificial neural networks (ANNs) are models created using machine learning to perform a number of tasks. Their creation was inspired by neural circuitry...

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Feedforward neural network

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A feedforward neural network (FNN) is one of the two broad types of artificial neural network, characterized by direction of the flow of information between...

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Recurrent neural network

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A recurrent neural network (RNN) is one of the two broad types of artificial neural network, characterized by direction of the flow of information between...

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Convolutional neural network

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Shift Invariant or Space Invariant Artificial Neural Networks (SIANN), based on the shared-weight architecture of the convolution kernels or filters that...

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Quantum neural network

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Quantum neural networks are computational neural network models which are based on the principles of quantum mechanics. The first ideas on quantum neural computation...

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Artificial neuron

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An artificial neuron is a mathematical function conceived as a model of biological neurons in a neural network. Artificial neurons are the elementary...

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Artificial intelligence

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integrated a wide range of techniques, including search and mathematical optimization, formal logic, artificial neural networks, and methods based on statistics...

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Deep learning

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Bishop. There were two types of artificial neural network (ANN): feedforward neural networks (FNNs) and recurrent neural networks (RNNs). RNNs have cycles...

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Neural machine translation

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Neural machine translation (NMT) is an approach to machine translation that uses an artificial neural network to predict the likelihood of a sequence of...

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History of artificial intelligence

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(1970) and applied to neural networks by Paul Werbos. These two discoveries helped to revive the exploration of artificial neural networks. Starting with the...

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Graph neural network

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A graph neural network (GNN) belongs to a class of artificial neural networks for processing data that can be represented as graphs. In the more general...

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Neural circuit

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brain networks. Neural circuits have inspired the design of artificial neural networks, though there are significant differences. Early treatments of neural...

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Glossary of artificial intelligence

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biological neural network), or a network of artificial neurons or nodes in the case of an artificial neural network. Artificial neural networks are used...

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Neural tangent kernel

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study of artificial neural networks (ANNs), the neural tangent kernel (NTK) is a kernel that describes the evolution of deep artificial neural networks during...

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Neural architecture search

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Neural architecture search (NAS) is a technique for automating the design of artificial neural networks (ANN), a widely used model in the field of machine...

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Machine learning

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and thus perform tasks without explicit instructions. Recently, artificial neural networks have been able to surpass many previous approaches in performance...

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Timeline of artificial intelligence

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a timeline of artificial intelligence, sometimes alternatively called synthetic intelligence. Timeline of machine translation Timeline of machine learning...

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Symbolic artificial intelligence

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University of Edinburgh. Each one developed its own style of research. Earlier approaches based on cybernetics or artificial neural networks were abandoned...

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Generative adversarial network

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and his colleagues in June 2014. In a GAN, two neural networks contest with each other in the form of a zero-sum game, where one agent's gain is another...

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Artificial life

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tied history. Artificial neural networks are sometimes used to model the brain of an agent. Although traditionally more of an artificial intelligence technique...

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Activation function

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The activation function of a node in an artificial neural network is a function that calculates the output of the node based on its individual inputs...

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Outline of artificial intelligence

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Recurrent neural networks Long short-term memory Hopfield networks Attractor networks Deep learning Hybrid neural network Learning algorithms for neural networks...

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Neural operators

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function spaces. Neural operators represent an extension of traditional artificial neural networks, marking a departure from the typical focus on learning...

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