What is Quantum Machine Learning?
Quantum Machine Learning (QML) sits at the intersection of quantum computing and machine
learning. It leverages quantum phenomena — superposition, entanglement, and quantum
parallelism — to design algorithms that can potentially outperform classical ML on
specific tasks such as optimization, sampling, and pattern recognition.
Key frameworks include TensorFlow Quantum (Google), PennyLane
(Xanadu), and Qiskit Machine Learning (IBM), each enabling hybrid
quantum-classical model development on today's noisy intermediate-scale quantum (NISQ) devices.
⚛ Curated QML Resources
Quantum Machine Learning Concepts by Google
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Highlighting Quantum Computing for Machine Learning
by Riahi LOURIZ
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Announcing TensorFlow Quantum: An Open Source Library for Quantum Machine Learning
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How Can Quantum Computing Be Useful for Machine Learning?
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Quantum Machine Learning Is The Next Big Thing
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New Connections Between Quantum Computing and Machine Learning in Computational Chemistry
by Antonio Mezzacapo
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Quantum Machine Learning: A Faster Clustering Algorithm on a Quantum Computer
by Jonas Landman
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Entanglement-Based Machine Learning on a Quantum Computer
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Quantum Machine Learning: Benefits and Practical Examples
by Frank Phillipson
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TensorFlow Quantum: Marrying Machine Learning with Quantum Computing
by Tirthajyoti Sarkar
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Training Deep Quantum Neural Networks
by Kerstin Beer
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Awesome Quantum Machine Learning – Web Resources & Links
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What is Quantum Machine Learning?
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An Artificial Neuron Implemented on an Actual Quantum Processor
by Francesco Tacchino et al.
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Research Papers on Quantum-Enhanced Machine Learning
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How Does Quantum Computing Improve Machine Learning?
by Dinesh Kumawat
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Finally, Proof That Quantum Computing Can Boost Machine Learning
by Shelly Fan
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The Fusion of Quantum Computing and Machine Learning: A Booming Research Area
by George Musser
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Machine Learning for Quantum Matter
by Juan Carrasquilla
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Hybrid Quantum-Classical Neural Networks with PyTorch and Qiskit
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Machine Learning Algorithms in Quantum Computing: A Survey
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Beginner's Guide to Quantum Machine Learning
by Kumari Surya Remanan
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Knocking on Turing's Door: Quantum Computing and Machine Learning
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Will Quantum Computing Define The Future of AI?
by Sejuti Das
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Is Quantum Machine Learning the Next Thing?
by Dr. Alessandro Crimi
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Research Papers on Quantum Machine Learning by IOPScience
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Framework for Atomic-Level Characterisation of Quantum Computer Arrays by Machine Learning
by Muhammad Usman et al.
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