Curso al ritmo de cada uno

Quantum Machine Learning (with IBM Quantum)

Impartido por Dr. Christa Zoufal, Julien Gacon, Dr. David Sutter

Las unidades de aprendizaje listadas pertenecen al curso Quantum Machine Learning (with IBM Quantum). ¿Desea acceder a todo el contenido del curso?

Inscríbase usted mismo

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!

Texto

Welcome

Vídeo

pre-course survey

Encuesta

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?

Vídeo

Module 1: Introduction

Prueba de autoevaluación

Machine Learning in a Nutshell

Vídeo

Module 2: Machine Learning

Prueba de autoevaluación

Support Vector Machines

Vídeo

Module 3: Support Vector Machines

Prueba de autoevaluación

Quantum SVM

Vídeo

Module 4: Quantum SVM

Prueba de autoevaluación

Variational Quantum Classifier

Vídeo

Module 5: VQC

Prueba de autoevaluación

Slides Week 1

Texto

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

Vídeo

Module 6: Training

Prueba de autoevaluación

Approximate Data Loading with Quantum Generative Adversarial Networks

Vídeo

Module 7: Quantum Generative Adversarial Networks

Prueba de autoevaluación

Quantum Boltzmann Machines

Vídeo

Module 8: Quantum Boltzmann Machines

Prueba de autoevaluación

Machine Learning with Qiskit

Vídeo

Module 9: Machine Learning with Qiskit

Prueba de autoevaluación

Dr. David Sutter

Vídeo

Module 10: Potential

Prueba de autoevaluación

Slides week 2

Texto

Final exam

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

Final exam

Prueba evaluada

Get your free IBM Certificate!

Texto