Quantum Machine Learning with PennyLane

Course/Event Essentials

Event/Course Start
Event/Course End
Event/Course Format
In person

Venue Information

Country: Germany
Venue Details: Click here

Training Content and Scope

Scientific Domain
Technical Domain
Level of Instruction
Intermediate
Sector of the Target Audience
Research and Academia
Industry
Public Sector
Language of Instruction

Other Information

Organiser
Event/Course Description

Xanadu is a Canadian quantum computing company with the mission to build quantum computers that are useful and available to people everywhere. Xanadu is one of the world’s leading quantum hardware and software companies and also leads the development of PennyLane, an open-source software library for quantum computing and application development.
In this training, participants will learn how to setup of the software library PennyLane (https://pennylane.ai/) on LRZ HPC systems and running smaller quantum computing jobs. They will learn key concepts like differentiable programming, quantum variational circuits, quantum chemistry and quantum machine learning. Through hands-on exercises, the attendees will explore quantum computing problems and solve them using PennyLane.

Prerequisites

The participants are required to have basic Python experience and a high-level (basic) understanding of qubits and quantum circuits. No additional quantum computing or quantum programming experience is required. Some general knowledge of classical optimization concepts is useful but not required.

Hands-On

The training will include a short introduction to Xanadu and the PennyLane framework, followed by hands-on exercises and implementing several problems with PennyLane. All participants are expected to bring their own computer devices. 

Preliminary Agenda

09:00 - 10:15 Welcome, technical setup, accounts, job submission, small python exercises (LRZ)

10:15 - 10:30 Coffee break

10:30 - 11:45 Introduction to Xanadu, PennyLane, and quantum programming (Xanadu)

12:00 - 13:00 Lunch break

13:00 - 14:45 Demos and simple hands-on PennyLane exercises (Xanadu)

14:45 - 15:00 Coffee break

15:00 - 17:00 Introduction to high-performance quantum programming and hands-on learning exercises (Xanadu)