Übersicht | Quantum Machine Learning (with IBM Quantum)

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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!

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Welcome

Video

pre-course survey

Umfrage

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

Selbsttest

Machine Learning in a Nutshell

Video

Module 2: Machine Learning

Selbsttest

Support Vector Machines

Video

Module 3: Support Vector Machines

Selbsttest

Quantum SVM

Video

Module 4: Quantum SVM

Selbsttest

Variational Quantum Classifier

Video

Module 5: VQC

Selbsttest

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

Selbsttest

Approximate Data Loading with Quantum Generative Adversarial Networks

Video

Module 7: Quantum Generative Adversarial Networks

Selbsttest

Quantum Boltzmann Machines

Video

Module 8: Quantum Boltzmann Machines

Selbsttest

Machine Learning with Qiskit

Video

Module 9: Machine Learning with Qiskit

Selbsttest

Dr. David Sutter

Video

Module 10: Potential

Selbsttest

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

Benoteter Test

Get your free IBM Certificate!

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I like, I wish

I like, I wish - what is that?

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post-course survey

Umfrage