December 2024
Intermediate to advanced
494 pages
8h 28m
English
book
Quantum Machine Learning and Optimisation in Finance - Second Edition
by Antoine Jacquier, Oleksiy Kondratyev
Overview
Quantum Machine Learning and Optimisation in Finance introduces you to cutting-edge quantum-powered algorithms tailored for financial applications, providing a practical guide to leveraging quantum computing for solving complex financial challenges. You will explore approaches for NISQ systems and hybrid quantum-classical computational techniques, empowering you to implement advanced quantum strategies in your work.
What this Book will help me do
- Understand the foundational principles of both analog and digital quantum computing.
- Solve NP-hard combinatorial optimisation problems using quantum annealers.
- Build and train quantum neural networks for applications in classification and market simulation.
- Leverage quantum feature maps for enhanced data representation and analysis.
- Implement variational quantum algorithms to improve quantum computational processes.
Author(s)
Antoine Jacquier is a leading academic in quantum computing and mathematical finance, with extensive experience in stochastic processes. Oleksiy Kondratyev is a respected practitioner with over 20 years in quantitative finance, awarded as Quant of the Year. Together, they bring a wealth of expertise and real-world insights to provide an enriched learning experience for readers.
Who is it for?
This book is ideal for finance professionals such as quants and AI/ML experts eager to explore quantum computing's potential in the finance domain. Even without prior quantum mechanics knowledge, readers with a solid STEM background can grasp the concepts presented. This comprehensive guide aims to aid practitioners looking to solve real financial challenges using quantum technologies. It also caters to academics and students aiming to stay ahead in cutting-edge research.
Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.
Read now
Unlock full access
More than 5,000 organizations count on O’Reilly
O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.