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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。
TensorFlow Quantum (TFQ) is a Python framework for hybrid quantum-classical machine learning that is primarily focused on modeling quantum data. TFQ is an application framework developed to allow quantum algorithms researchers and machine learning applications researchers to explore computing workflows that...
Python PennyLaneAI/pennylane-lightning Star101 Code Issues Pull requests The Lightning plugin ecosystem provides fast quantum state-vector and tensor network simulators written in C++ for use with PennyLane. hpcgpuparallelopenmpmpidistributed-computingcudaquantum-computingrocmquantum-machine-learning ...
Rational design of compounds with specific properties requires understanding and fast evaluation of molecular properties throughout chemical compound space — the huge set of all potentially stable molecules. Recent advances in combining quantum-mechanical calculations with machine learning provide powerful tool...
这是一份简洁、实用的关于量子机器学习(Quantum Machine Learnig,QML)的介绍,面向读者包括但不限于物理、数学和计算机背景。本手册主要采用 Jupyter Notebook 的交互形式 (调用 Numpy, Matplotlib等 Python包以及飞桨Paddlepaddle深度学习框架来实现基于线性代数的量子运算和机器学习优化问题)。我们不仅提供了关于量子计算的...
TensorFlow Quantum(TFQ) is a Python framework for hybrid quantum-classical machine learning that is primarily focused on modeling quantum data. TFQ is an application framework developed to allow quantum algorithms researchers and machine learning applications researchers to explore computing workflows that ...
Machine Learning: These samples demonstrate how to train simple sequential models on half-moons and wine datasets. Numerics: The samples in this folder show how to use the numerics library. Runtime: These samples show how to work with the Q# simulation runtime. Simulation: These samples show ...
Yun et al., "Quantum Multi-Agent Meta Reinforcement Learning" Dependencies 3.9 >= Python >= 3.7 (Python 3.10 may have theconcurrentpackage issue for Qiskit) PyTorch >= 1.8.0 configargparse >= 0.14 GPU model training requires NVIDIA GPUs ...
PennyLane is a cross-platform Python library for quantum computing, quantum machine learning, and quantum chemistry. Train a quantum computer the same way as a neural network. - PennyLaneAI/pennylane