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Quantum Machine Learning

- A Modern Approach

Bag om Quantum Machine Learning

This text presents the research into and application of machine learning in quantum computation, known as quantum machine learning (QML). It presents a comparison of quantum machine learning, classical machine learning, and traditional programming, along with the usage of quantum computing, towards improving traditional machine learning algorithms through case-studies. - Covers the core and fundamental aspects of statistics, quantum learning and quantum machines - Discusses the basics of machine learning, regression, supervised and un-supervised machine learning algorithms, and artificial neural networks - Elaborates upon quantum machine learning models, quantum machine learning approaches and quantum classification, boosting. - Introduces quantum evaluation models, deep quantum learning, ensembles and QBoost - Presents case studies to demonstrate the efficiency of quantum mechanics in industrial aspect The text is primarily written for scholars and researchers working in the fields of Computer Science and Engineering, Information Technology, Electrical Engineering, and Electronics and Communication Engineering.

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  • Sprog:
  • Engelsk
  • ISBN:
  • 9781032544717
  • Indbinding:
  • Hardback
  • Udgivet:
  • 28. oktober 2024
  • 2-4 uger.
  • 28. januar 2025
På lager
Forlænget returret til d. 31. januar 2025
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Beskrivelse af Quantum Machine Learning

This text presents the research into and application of machine learning in quantum computation, known as quantum machine learning (QML). It presents a comparison of quantum machine learning, classical machine learning, and traditional programming, along with the usage of quantum computing, towards improving traditional machine learning algorithms through case-studies.
- Covers the core and fundamental aspects of statistics, quantum learning and quantum machines
- Discusses the basics of machine learning, regression, supervised and un-supervised machine learning algorithms, and artificial neural networks
- Elaborates upon quantum machine learning models, quantum machine learning approaches and quantum classification, boosting.
- Introduces quantum evaluation models, deep quantum learning, ensembles and QBoost
- Presents case studies to demonstrate the efficiency of quantum mechanics in industrial aspect
The text is primarily written for scholars and researchers working in the fields of Computer Science and Engineering, Information Technology, Electrical Engineering, and Electronics and Communication Engineering.

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