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Quantum Machine Learning (SVM) Simplified

3.4K views
Aug 30, 2021
38:25

In this video, you will see the advantage of quantum machine learning, what is Support Vector Machine (SVM) and how it can be implemented in Quantum Computer. References: ML/ SVM https://www.youtube.com/watch?v=eHsErlPJWUU https://en.wikipedia.org/wiki/Support-vector_machine https://math.stackexchange.com/questions/1305925/why-is-the-svm-margin-equal-to-frac2-mathbfw/1306417#1306417 https://www.quora.com/How-can-you-find-support-vectors-when-programming-SVM http://www.cs.toronto.edu/~mbrubake/teaching/C11/Handouts/SupportVectorMachines.pdf https://www.geeksforgeeks.org/ml-using-svm-to-perform-classification-on-a-non-linear-dataset/ https://scikit-learn.org/stable/auto_examples/index.html#support-vector-machines Quantum ML / SVM https://en.wikipedia.org/wiki/Quantum_machine_learning https://towardsdatascience.com/support-vector-machine-introduction-to-machine-learning-algorithms-934a444fca47 https://lab.quantum-computing.ibm.com/user/5d668e8478b7720012c6b47f/lab/workspaces/auto-c/tree/qiskit-tutorials/qiskit/machine_learning/01_qsvm_classification.ipynb Quantum support vector machine for big data classification, Patrick et al (https://arxiv.org/pdf/1307.0471.pdf) Comparisons of Performance between Quantum and Classical Machine Learning by Christopher et al (https://scholar.smu.edu/cgi/viewcontent.cgi?article=1047&context=datasciencereview) Quantum Machine Learning by Jacob et al (https://arxiv.org/pdf/1611.09347.pdf) Quantum machine learning in feature Hilbert spaces by Maria et al (https://arxiv.org/pdf/1803.07128.pdf) Supervised learning with quantum enhanced feature spaces by Vojtech et al (https://arxiv.org/pdf/1804.11326.pdf) https://indico.cern.ch/event/868940/contributions/3814309/attachments/2080749/3495472/QMLHEP_ICHEP2020.pdf Quantum-enhanced Supervised Learning with Variational Quantum Circuits by Sevak (https://theses.liacs.nl/pdf/2018-2019-MardirosianSevak.pdf)

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Quantum Machine Learning (SVM) Simplified | NatokHD