Search engine for discovering works of Art, research articles, and books related to Art and Culture
Javascript must be enabled to continue!
Implementing an Artificial Quantum Perceptron
View through CrossRef
A Perceptron is a fundamental building block of a neural network. The flexibility and scalability of perceptron make
it ubiquitous in building intelligent systems. Studies have shown the efficacy of a single neuron in making intelligent
decisions. Here, we examined and compared two perceptron’s with distinct mechanisms, and developed a quantum version
of one of those perceptron’s. As a part of this modelling, we implemented the quantum circuit for an artificial perception,
generated a dataset, and simulated the training. Through these experiments, we show that there is an exponential growth
advantage and test different qubit versions. Our findings show that this quantum model of an individual perceptron can
be used as a pattern classifier. For the second type of model, we provide an understanding to design and simulate a
spike-dependent quantum perceptron. Our code is available at https://github.com/ashutosh1919/quantum-perceptron
Title: Implementing an Artificial Quantum Perceptron
Description:
A Perceptron is a fundamental building block of a neural network.
The flexibility and scalability of perceptron make
it ubiquitous in building intelligent systems.
Studies have shown the efficacy of a single neuron in making intelligent
decisions.
Here, we examined and compared two perceptron’s with distinct mechanisms, and developed a quantum version
of one of those perceptron’s.
As a part of this modelling, we implemented the quantum circuit for an artificial perception,
generated a dataset, and simulated the training.
Through these experiments, we show that there is an exponential growth
advantage and test different qubit versions.
Our findings show that this quantum model of an individual perceptron can
be used as a pattern classifier.
For the second type of model, we provide an understanding to design and simulate a
spike-dependent quantum perceptron.
Our code is available at https://github.
com/ashutosh1919/quantum-perceptron.
Related Results
Advanced frameworks for fraud detection leveraging quantum machine learning and data science in fintech ecosystems
Advanced frameworks for fraud detection leveraging quantum machine learning and data science in fintech ecosystems
The rapid expansion of the fintech sector has brought with it an increasing demand for robust and sophisticated fraud detection systems capable of managing large volumes of financi...
Advancements in Quantum Computing and Information Science
Advancements in Quantum Computing and Information Science
Abstract: The chapter "Advancements in Quantum Computing and Information Science" explores the fundamental principles, historical development, and modern applications of quantum co...
Quantum Computing and Quantum Information Science
Quantum Computing and Quantum Information Science
Abstract:
Quantum Computing and Quantum Information Science offers a comprehensive, interdisciplinary exploration of the mathematical principles, computational models, and engineer...
Integrating quantum neural networks with machine learning algorithms for optimizing healthcare diagnostics and treatment outcomes
Integrating quantum neural networks with machine learning algorithms for optimizing healthcare diagnostics and treatment outcomes
The rapid advancements in artificial intelligence (AI) and quantum computing have catalyzed an unprecedented shift in the methodologies utilized for healthcare diagnostics and trea...
Quantum-Enhanced Artificial Intelligence: Framework for Hybrid Computing and Natural Language Processing
Quantum-Enhanced Artificial Intelligence: Framework for Hybrid Computing and Natural Language Processing
The convergence of quantum computing and artificial intelligence represents a paradigm shift in computational capability, enabling solutions to previously intractable optimization ...
Quantum information outside quantum information
Quantum information outside quantum information
Quantum theory, as counter-intuitive as a theory can get, has turned out to make predictions of the physical world that match observations so precisely that it has been described a...
Revolutionizing multimodal healthcare diagnosis, treatment pathways, and prognostic analytics through quantum neural networks
Revolutionizing multimodal healthcare diagnosis, treatment pathways, and prognostic analytics through quantum neural networks
The advent of quantum computing has introduced significant potential to revolutionize healthcare through quantum neural networks (QNNs), offering unprecedented capabilities in proc...
Quantum Cryptographic Primitives
Quantum Cryptographic Primitives
The main motivation of this thesis is the uncertain panorama of cybersecurity risks and threats, accentuated by the arrival of the quantum computer. This type of computer is comple...