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Hands-On Artificial Intelligence for Banking
Remodelingyouroutlookonbankingbeginswithkeepinguptodatewiththelatestandmosteffectiveapproaches,suchasartificialintelligence(AI).Hands-OnArtificialIntelligenceforBankingisapracticalguidethatwillhelpyouadvanceinyourcareerinthebankingdomain.ThebookwilldemonstrateAIimplementationtomakeyourbankingservicessmoother,morecost-efficient,andaccessibletoclients,focusingonboththeclient-andserver-sideusesofAI.You’llbeginbyunderstandingtheimportanceofartificialintelligence,whilealsogaininginsightsintotherecentAIrevolutioninthebankingindustry.Next,you’llgethands-onmachinelearningexperience,exploringhowtousetimeseriesanalysisandreinforcementlearningtoautomateclientprocurementsandbankingandfinancedecisions.Afterthis,you’llprogresstolearningaboutmechanizingcapitalmarketdecisions,usingautomatedportfoliomanagementsystemsandpredictingthefutureofinvestmentbanking.Inadditiontothis,you’llexploreconceptssuchasbuildingpersonalwealthadvisorsandmasscustomizationofclientlifetimewealth.Finally,you’llgettogripswithsomereal-worldAIconsiderationsinthefieldofbanking.Bytheendofthisbook,you’llbeequippedwiththeskillsyouneedtonavigatethefinancedomainbyleveragingthepowerofAI.
目錄(86章)
倒序
- 封面
- 版權信息
- About Packt
- Why subscribe?
- Contributors
- About the authors
- About the reviewers
- Packt is searching for authors like you
- Preface
- Who this book is for
- What this book covers
- To get the most out of this book
- Get in touch
- Section 1: Quick Review of AI in the Finance Industry
- The Importance of AI in Banking
- What is AI?
- Understanding the banking sector
- Importance of accessible banking
- Applications of AI in banking
- Summary
- Section 2: Machine Learning Algorithms and Hands-on Examples
- Time Series Analysis
- Understanding time series analysis
- M2M communication
- The basic concepts of financial banking
- AI modeling techniques
- Demand forecasting using time series analysis
- Procuring commodities using neural networks on Keras
- Summary
- Using Features and Reinforcement Learning to Automate Bank Financing
- Breaking down the functions of a bank
- AI modeling techniques
- Metrics of model performance
- Building a bankruptcy risk prediction model
- Funding a loan using reinforcement learning
- Summary
- Mechanizing Capital Market Decisions
- Understanding the vision of investment banking
- Basic concepts of the finance domain
- AI modeling techniques
- Finding the optimal capital structure
- Providing a financial performance forecast using macroeconomic scenarios
- Summary
- Predicting the Future of Investment Bankers
- Basics of investment banking
- Understanding data technologies
- Clustering models
- Auto syndication for new issues
- Identifying acquirers and targets
- Summary
- Automated Portfolio Management Using Treynor-Black Model and ResNet
- Financial concepts
- Understanding the Markowitz mean-variance model
- Exploring the Treynor-Black model
- Portfolio construction using the Treynor-Black model
- Predicting the trend of a security
- Summary
- Sensing Market Sentiment for Algorithmic Marketing at Sell Side
- Understanding sentiment analysis
- Sensing market requirements using sentiment analysis
- Network building and analysis using Neo4j
- Summary
- Building Personal Wealth Advisers with Bank APIs
- Managing customer's digital data
- The Open Bank Project
- Performing document layout analysis
- Cash flow projection using the Open Bank API
- Using invoice entity recognition to track daily expenses
- Summary
- Mass Customization of Client Lifetime Wealth
- Financial concepts of wealth instruments
- Ensemble learning
- Predict customer responses
- Building a chatbot to service customers 24/7
- Knowledge management using NLP and graphs
- Summary
- Real-World Considerations
- Summary of techniques covered
- Impact on banking professionals regulators and government
- How to come up with features and acquire the domain knowledge
- IT production considerations in connection with AI deployment
- Where to look for more use cases
- Which areas require more practical research?
- Summary
- Other Books You May Enjoy
- Leave a review - let other readers know what you think 更新時間：2021-06-18 18:34:10
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