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Financial Modeling Using Quantum Computing

You're reading from Financial Modeling Using Quantum Computing

Product type Book

Published in May 2023

Publisher Packt

ISBN-13 9781804618424

Pages 292 pages

Edition 1st Edition

Languages

Concepts

Financial Technology

Authors (4):

Anshul Saxena

Javier Mancilla

Iraitz Montalban

Christophe Pere

View More author details

Table of Contents (16) Chapters

Preface

Part 1: Basic Applications of Quantum Computing in Finance

Chapter 1: Quantum Computing Paradigm

Chapter 2: Quantum Machine Learning Algorithms and Their Ecosystem

Chapter 3: Quantum Finance Landscape

Part 2: Advanced Applications of Quantum Computing in Finance

Chapter 4: Derivative Valuation

Chapter 5: Portfolio Management

Chapter 6: Credit Risk Analytics

Chapter 7: Implementation in Quantum Clouds

Part 3: Upcoming Quantum Scenario

Chapter 8: Simulators and HPC’s Role in the NISQ Era

Chapter 9: NISQ Quantum Hardware Roadmap

Chapter 10: Business Implementation

Index

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Identifying the potentiality of advantage with QML

When the subject is QML, there are several potential applications in finance, as was outlined in the previous chapters. The following are a few examples:

Risk analysis and management
Trading
Fraud detection
Credit scoring
Churn prediction

It is important to note that while there are many potential applications of quantum machine learning in finance, the field is still in its early stages. It is unclear how these algorithms will perform in practice and what the companies can expect from the QML implementations. With this in mind, analyzing how to measure the success of a quantum project can be challenging.

Despite the previously described concern, one of the interesting points about exploring quantum machine learning challenges is that popular Python SDKs such as Qiskit (IBM), TensorFlow Quantum (Google), and PennyLane (Xanadu) enable the users and quantum developers to compare “apples with apples...

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Authors (4)

Anshul Saxena

Professor Anshul Saxena is a quantum finance instructor at Christ University. His current research focus is abouton discovering the role of quantum computing in solving complex financial problems. He has filed three Indian patents and holds an international patent. He has authored a popular book on HR Analytics and has developed an automated Ppython library "Cognito" for data preprocessing. He has over a decade of work experience spreading across IT and financial services companies like TCS and Northern Trust in various business analytics and decision sciences roles. He has worked as a consultant and trainer with IBM ICE group and has trained more than 500 faculties pan India. Mr. Saxena has also worked as a Corporate Trainer and has conducted training on data science for more than 600 IT employees. He is a SAS certified predictive modeler and has recently completed a certificate in "Quantum computing for managers" for BIMTECH. He holds an MBA degree in Finance from IBS Bangalore and is pursuing his Ph.D. in Financial Risk Analytics

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Javier Mancilla

Javier Mancilla is a Senior Data Scientist, and a Quantum Business and Programming Consultant. He is a Ph.D. candidate and Master in Data Management and Innovation. He has more than 15 years of experience in digital transformation projects, withand in the last 8 years mostly dedicated to artificial intelligence, machine learning, and quantum computing, with more than 35 projects executed around these technologies. He has more than 8 certifications in quantum computing matters from institutions like MIT xPro, KAIST, IBM, Saint Petersburg University, and BIMTECH. He also was selected as one of the Top 20 Quantum Computing Linkedin Voices by Barcelonaqbit (quantum organization in Spain). Currently, he has the role of quantum machine learning advisor for different companies and organizations in Europe and Latin America and is also an I + D + i (Investigation, Development, and Innovation) evaluator for different governments in LATAM such as Chile and Paraguay

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Iraitz Montalban

Iraitz Montalban is currently Quantum Software Engineer for Kipu Quantum GmbH and PhD candidate at the University of the Basque Country in Quantum Machine Learning. He holds several master's degrees in Mathematical modelling, Data Protection and Quantum Technologies as well. Has hold positions of responsability in large organizations as well as coordinated Innovation practices in all of then given his trajectory as a reseacrher in AI and ML disciplines and his more than 15 years of experience in this field. He activelly collaborates with different universities and education institutions designing the curriculum and teaching in programs around BigData and Advanced Analytics

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Christophe Pere

Christophe Pere is an Applied Quantum Machine Learning Researcher and Lead Scientist originally from Paris, France. He has a Ph.D. in Astrophysics from Université Côte d'Azur. After his Ph.D., he left the academic world for a career in Artificial Intelligence as an Applied Industry Researcher. He learned quantum computing during his Ph.D. in his free time, starting as a passion and becoming his new career. He actively democratizes Quantum Computing to help people and companies enter this new field.

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