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Hands-On Artificial Intelligence for Banking

You're reading from  Hands-On Artificial Intelligence for Banking

Product type Book
Published in Jul 2020
Publisher Packt
ISBN-13 9781788830782
Pages 240 pages
Edition 1st Edition
Languages
Authors (2):
Jeffrey Ng Jeffrey Ng
Profile icon Jeffrey Ng
Subhash Shah Subhash Shah
Profile icon Subhash Shah
View More author details

Table of Contents (14) Chapters

Preface 1. Section 1: Quick Review of AI in the Finance Industry
2. The Importance of AI in Banking 3. Section 2: Machine Learning Algorithms and Hands-on Examples
4. Time Series Analysis 5. Using Features and Reinforcement Learning to Automate Bank Financing 6. Mechanizing Capital Market Decisions 7. Predicting the Future of Investment Bankers 8. Automated Portfolio Management Using Treynor-Black Model and ResNet 9. Sensing Market Sentiment for Algorithmic Marketing at Sell Side 10. Building Personal Wealth Advisers with Bank APIs 11. Mass Customization of Client Lifetime Wealth 12. Real-World Considerations 13. Other Books You May Enjoy

Who this book is for

  • Students in banking or technologies are the target audience for the book as there is a vacuum in the publication space regarding how AI technologies are used in the banking and finance industry. This book aims to give a reasonably useful list of use cases commonly known in the public domain and provide real sample code that is easy to implement. With this book, I am trying to expound important use cases but not to give you a machine learning model that you can put in use the next day.
  • For bankers who are already in the field, I'm sure this book will help you build your services in the long run. It may encourage you to challenge anything that is obviously different from the way a start-up would function if you were ever to start one. Changes need to be made inside-out and outside-in. For IT managers within banks, this will give you a concrete code base on how the technologies can be applied and which open source libraries are available. Perhaps you are not convinced about developing everything in-house for production purposes. This book serves as a code base for any experiments you wish to launch.
  • For investors, aspiring start-up founders, or MBA students, this is the industry participant's effort to share our problems and challenges with you. Please make banking better by creating better products that fit our needs. I hope your investment journey is smooth.
  • ForFinTech start-upswho have started businesses in this field, this book provides you with the floor and encourages you to open source and collaborate on industry-wide challenges, rather than close sourcing your work.
  • Forregulators, this serves as a guide on what is happening in banking. Your job is instrumental in the adoption of AI in banking—while at the same time, you could challenge models and decisions and encourage research by opening up more data for analysis.
  • As a Chartered Finance Analyst (CFA), it is my duty to make investment in AI more effective and efficient. The best way to do that is to have hands-on knowledge about technology. If the company/investment project is just copying and pasting codealong witha fancy renowned school name, just ignore that and spend your energy somewhere better.
  • For research analysts and management consultants looking at the banking industry, this is a bottom-up approach to guide you through how exactly we can change banks to be able to run better for a higher return on equity.
  • Last but not least, AI hardware and software developers and researchers, this can perhaps help you look at common opportunities for your research topics in case you need ideas.
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