QML 104 – More is different ? Working with multiple qubits
In this forth and last chapter, we extend the circuits to larger systems with multiple qubits. This will allow us to systematically introduce entanglement, which is often seen as key source of differences with classical circuits.
In this series of tutorials, we provide a basic introduction into some of the fundamental concepts behind supervised quantum machine learning algorithms.
Requirements
qiskit.If you would like to have further information, please contact us.
No QML – A summary of classical supervised learning
In this introductory chapter, we will discuss the basic notions of classical supervised learning that work as a guideline for quantum algorithms. This is especially meant for a proper introduction of notations in the next few steps. Get started for free.
QML 101 – Some basic concepts for quantum machine learning
In this first chapter, we introduce the notion of classification circuits, training weights and the test of accuracies with the simplest possible circuit.
QML 102 – Deeper Classifiers
In this second chapter, we introduce the concept of data-reuploading in deeper circuit and see how we can train them. This allows us to learn move complex relationships between the input data and the labels.
QML 103 – Teaching the circle
In this third chapter, we extend the idea of data-reuploading to work our way through higher dimensional data-sets. We will see how we can upload such data into the quantum circuit. This allows us to train the quantum circuit on such concepts like being inside and outside of the circle.
QML 104 – More is different ? Working with multiple qubits
In this forth and last chapter, we extend the circuits to larger systems with multiple qubits. This will allow us to systematically introduce entanglement, which is often seen as key source of differences with classical circuits.
An interview on the state of QML with Manuel Rudolph
To finish the serious we interviewed Manuel Rudolph, who worked on QML for several years now and discussed with him the state-of-the-art. The goal is to bring to you an independent point-of-view that allows all of our visitors to form a more educated opinion. Read the interview