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PennyLane Quantum Computing
Cirq is a Python software library for writing, manipulating, and optimizing quantum circuits, and then running them on quantum computers and quantum simulators. Cirq provides useful abstractions for dealing with today’s noisy intermediate-scale quantum computers, where details of the hardware are vital to achieving state-of-the-art results.
Qiskit [quiss-kit] is an open-source SDK for working with quantum computers at the level of pulses, circuits, and application modules.
PennyLane is a Python 3 software framework for optimization and machine learning of quantum and hybrid quantum-classical computations. The library provides a unified architecture for near-term quantum computing devices, supporting both qubit and continuous-variable paradigms.
Uncertainty components for stock/securities problems, Ising translators for portfolio optimizations and data providers to source real or random data.
High-level optimization problem that are ready to run on simulators and real quantum devices.
Jump into quantum computing and see results fast. Start to build circuits using our Composer and Lab tools, or start programming at a circuit level with the hugely popular Qiskit. No need to learn new languages — Qiskit is Python-based and has the support of 400K+ users.
Models and examples of building your first quantum circuit using QisKit
Quantum Convolutional Neural Networks running on IBM's Quantum Computers using QisKit
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