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Showing posts with the label NISQ

Circuit-Centric Quantum Architecture Design: A New Approach for NISQ Devices

Introduction  As the field of quantum computing advances, the quest to build efficient and reliable quantum computers has led to various innovative methods. These methods differ significantly in qubit technologies, interaction topologies, and noise characteristics. In this blog post, we explore a groundbreaking approach to quantum architecture design that focuses on the circuit-centric design of Noisy Intermediate-Scale Quantum (NISQ) devices. This approach is detailed in a recent study, "Circuit-Centric Quantum Architecture Design," published in IET Quantum Communication . Understanding Circuit-Centric Architecture The circuit-centric architecture design emphasizes the importance of the circuit's size and depth, which are crucial for the efficient execution of quantum operations. This design approach takes into account the interaction and connection between different qubits in quantum hardware. By understanding these interactions, we can optimize the performance of quant...

Investigation of Quantum Support Vector Machine for Classification in the NISQ Era

Introduction  Quantum machine learning stands at the confluence of two groundbreaking fields: quantum computing and classical machine learning. This fusion has the potential to revolutionize the way we approach complex computational problems, leveraging the unique properties of quantum mechanics to enhance machine learning algorithms. In our recent research, we delve into the capabilities of the Quantum Support Vector Machine (QSVM) algorithm, examining its implementation and performance on contemporary quantum computers. Understanding Quantum Support Vector Machines Support Vector Machines (SVMs) are a staple in classical machine learning, renowned for their effectiveness in classification tasks. The QSVM algorithm extends this concept into the quantum realm, promising exponential speedups for certain types of problems. QSVMs leverage quantum bits (qubits) and quantum gates to perform computations that would be infeasible for classical machines, especially as the dimensionality of...