Mathematica python4/13/2023 ![]() The main idea behind the neuron is the usage of rotation gates alongside multi-qubit controlled Hadamard gates (an extension of the controlled-not gate, i.e., CNOT, but instead of inverting the state of the target qubit, a Hadamard gate is applied on state of the target qubit only if all the control qubits are in the 1 state). ![]() It contains three layers: the classical component is part of the output layer, while the quantum neuron design represents the hidden layer. introduced a new neural network architecture called CHQNN, which can be used to extract the properties of various sequences. ![]() presented the readers an overview of different recent concepts and algorithms regarding quantum neural networks. These concepts can also be used in academia, with their implementation being possible with the help of the Python programming language, the NumPy library, and Qiskit-the open-source quantum framework developed by IBM. We then describe some potential applications of this project in other research fields, illustrating the way in which the states from the graph can be used as nodes in a new interpretation of a quantum neural network the steps of a hybrid processing chain are presented for the problem of finding one or more states that verify certain conditions. The project is designed not as an end goal, but rather as a processing platform that allows users to visualize and explore diverse solutions for different quantum problems in a much easier manner. ![]() For each node in the graph, we can obtain various types of information such as the applied gates from the initial state (the transition route), necessary cost, representation of the quantum circuit, as well as the amplitudes of each state. The proposed project allows us to create an exploration graph so that for an initial starting configuration of the qubits, all possible states are created given a set of gates selected by the user. This paper describes a practical approach to the quantum theory using the simulation and processing technology available today. ![]()
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