Quantum Machine Learning (with IBM Quantum)Dr. Christa Zoufal, Julien Gacon, Dr. David Sutter

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Intro

This course aims at enabling you to discover the field of Quantum Machine Learning. You will learn about the basics, such as parameterized quantum models and training algorithms, investigate promising models which are compatible with today's quantum hardware, and learn how to write Quantum Machine Learning algorithms by yourself with Qiskit.

Welcome

Video

Welcome!

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pre-course survey

Survey

Week 1

After giving an overview answering the question: "What is Quantum Machine Learning?", we will present a general introduction to machine learning followed by a deep-dive into Support Vector Machines and their quantum counter-part Quantum Support Vector Machines. Finally, we present a variational Quantum Machine Learning classification algorithm called the Variational Quantum Classifier.

What is Quantum Machine Learning?

Video

Module 1: Introduction

Self-test

Machine Learning in a Nutshell

Video

Module 2: Machine Learning

Self-test

Support Vector Machines

Video

Module 3: Support Vector Machines

Self-test

Quantum SVM

Video

Module 4: Quantum SVM

Self-test

Variational Quantum Classifier

Video

Module 5: VQC

Self-test

Slides Week 1

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Week 2

In the second week of the course, we will firstly discuss how Quantum Machine Learning models are being trained. Then, we have a closer look at two specific models, i.e., Quantum Generative Adversarial Networks and Quantum Boltzmann machines. Furthermore, we give a practical coding introduction to Machine Learning with Qiskit. Lastly, we explore the potential of Quantum Machine Learning in a discussion with an expert in the field.

Training Quantum Machine Learning Models

Video

Module 6: Training

Self-test

Approximate Data Loading with Quantum Generative Adversarial Networks

Video

Module 7: Quantum Generative Adversarial Networks

Self-test

Quantum Boltzmann Machines

Video

Module 8: Quantum Boltzmann Machines

Self-test

Machine Learning with Qiskit

Video

Module 9: Machine Learning with Qiskit

Self-test

Dr. David Sutter

Video

Module 10: Potential

Self-test

Slides week 2

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Final exam

We hope you enjoyed this course on Quantum Machine Learning and wish you good luck for the final exam!

Final exam

Graded Test