J. Biamonte, Nature2017. 二. Quantum ML algorithms HHL算法: PhysRevLett.103.150502 这篇是量子机器学习领域目前为止最为重要的paper之一,它解决的问题是已知矩阵A向量b而且Ax=b,求向量x的问题(当然还有一些其他的constraints),亦即线性代数里最基础的矩阵运算问题。其核心是在两个(inverse) Phase estimation算法...
包括经典机器学习算法(classical machine learning algorithms)和Quantum AI的混合模式(hybrid model),将很快带来实际应用价值。
The field of quantum machine learning explores how to devise and implement quantum software that could enable machine learning that is faster than that of classical computers. Recent work has produced quantum algorithms that could act as the building blocks of machine learning programs, but the ...
Machine learning algorithms based on parametrized quantum circuits are prime candidates for near-term applications on noisy quantum computers. In this direction, various types of quantum machine learning models have been introduced and studied extensivel
Implementation of Quantum Algorithms 实验验证量子算法的实现,包括Shor算法、Grover算法等的实验演示,展示了量子计算在特定任务中的优势。 ·量子计算机性能测试 Performance Testing of Quantum Computers 测试量子计算机的性能,包括量子比特的保真度、量子门的精度和计算速度等指标。
The illustrative embodiments provide a method, system, and computer program product for validating quantum algorithms using a machine learning model. In an embodiment, a method includes receiving a training data set. In an embodiment, a method includes training, by a first processor, a machine ...
Over the past few years several quantum machine learning algorithms were proposed that promise quantum speed-ups over their classical counterparts. Most of these learning algorithms either assume quantum access to data -- making it unclear if quantum speed...
QUANTUM MACHINE LEARNING ALGORITHMS Quantum K-Nearest Neighbour info : Here the centroid(euclidean distance) can be detected using the swap gates test between two states of the qubit , As KNN is regerssive loss can be tally using the average ...
Machine learning and Variational quantum algorithm 值得注意的是,变分量子算法的优化寻参这一步骤还是在经典计算机上完成的,因此它也被称作variational hybrid quantum-classical algorithm(VHQC) 。并且有些时候,变分量子算法并不一定需要一个data set,比如求解一个哈密顿量的基态,它的能量期望自然就是一个cost functio...
本专题主要介绍常用的量子算法及相关技术。相较于以往,没有开放的量子计算平台进行简单算法的实验,常基于理论分析和经典计算机模拟,如今IBM, Regetti, Microsoft,都相外给出其量子计算的模拟及实验平台。不管对学习量子算法以及从理论转化成实际应用都是个非常好的开端。所以开这个专题Quantum Algorithms,QA来详细讲讲常...