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Supervised Learning With Quantum Computers - Research Book

Supervised Learning With Quantum Computers - Research Book

Hot Research Book in Supervised Learning With Quantum Computers

Author(s) Name:  Maria Schuld,Francesco Petruccione

About the Book:

   Quantum machine learning investigates how quantum computers can be used for data-driven prediction and decision making. The books summarises and conceptualises ideas of this relatively young discipline for an audience of computer scientists and physicists from a graduate level upwards.
   It aims at providing a starting point for those new to the field, showcasing a toy example of a quantum machine learning algorithm and providing a detailed introduction of the two parent disciplines. For more advanced readers, the book discusses topics such as data encoding into quantum states, quantum algorithms and routines for inference and optimisation, as well as the construction and analysis of genuine quantum learning models. A special focus lies on supervised learning, and applications for near-term quantum devices.

Table of Contents

  • Introduction
  • Machine Learning
  • Quantum Information
  • Quantum Advantages
  • Information Encoding
  • Quantum Computing for Inference
  • Quantum Computing for Training
  • Learning with Quantum Models
  • Prospects for Near-Term Quantum Machine Learning
  • ISBN:  978-3-319-96424-9

    Publisher:  Springer

    Year of Publication:  2018

    Book Link:  Home Page Url