LEADER 04808nam 22007215 450 001 9910996487103321 005 20250410135641.0 010 $a981-9638-37-2 024 7 $a10.1007/978-981-96-3837-6 035 $a(CKB)38337906900041 035 $a(DE-He213)978-981-96-3837-6 035 $a(MiAaPQ)EBC32005811 035 $a(Au-PeEL)EBL32005811 035 $a(OCoLC)1514649923 035 $a(EXLCZ)9938337906900041 100 $a20250410d2025 u| 0 101 0 $aeng 135 $aur||||||||||| 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aAI in Banking $ePractical Applications and Case Studies /$fby Liyu Shao, Qin Chen, Min He 205 $a1st ed. 2025. 210 1$aSingapore :$cSpringer Nature Singapore :$cImprint: Springer,$d2025. 215 $a1 online resource (XXII, 354 p. 264 illus., 7 illus. in color.) 311 08$a981-9638-36-4 327 $aPart I: Smart Marketing -- Chapter 1. Mobile Banking Potential Monthly Active Customer Mining: Automated Machine Learning Techniques -- Chapter 2. Retail Potential High-value Customer Identification: Graph Neural Network Technology -- Chapter 3. Accurate Recommendation for Banking: Recommender System -- Chapter 4. Assessing the Value of Bank Online Marketing Posts: Reinforcement Learning Techniques -- Chapter 5: Modeling Binary Causal Effects of Related Repayments: Causal Inference Techniques -- Part II: Intelligent Risk Control -- Chapter 6. Telecom Fraud Money Laundering Account Recognition Case: Multiple Machine Learning Techniques -- Chapter 7. Developing a Dialectal Speech Phone Collection Bimodal Robot from Scratch: Intelligent Voice Q&A Technology -- Chapter 8. Chattel Collateral Warehouse Visual Monitoring Project: Image Understanding Technology -- Chapter 9. Personal Loan Delinquency Prediction Project: Bayesian Network Techniques -- Part III: Intelligent Operation -- Chapter 10. Enterprise WeChat Private Traffic Customer Cold Start Program: Automated Control Technology -- Chapter 11 Intelligent Inspection Robot for Commercial Bank Data Centers: Computer Vision Technology. 330 $aBig data and artificial intelligence (AI) cannot remain limited to academic theoretical research. It is crucial to utilize them in practical business scenarios, enabling cutting-edge technology to generate tangible value. This book delves into the application of AI from theory to practice, offering detailed insights into AI project design and code implementation across eleven business scenarios in four major sectors: retail banking, e-banking, bank credit, and tech operations. It provides hands-on examples of various technologies, including automatic machine learning, integrated learning, graph computation, recommendation systems, causal inference, generative adversarial networks, supervised learning, unsupervised learning, computer vision, reinforcement learning, fuzzy control, automatic control, speech recognition, semantic understanding, Bayesian networks, edge computing, and more. This book stands as a rare and practical guide to AI projects in the banking industry. By avoiding complex mathematical formulas and theoretical analyses, it uses plain language to illustrate how to apply AI technology in commercial banking business scenarios. With its strong readability and practical approach, this book enables readers to swiftly develop their own AI projects. 606 $aMachine learning 606 $aArtificial intelligence$xData processing 606 $aComputer vision 606 $aNatural language processing (Computer science) 606 $aBiometric identification 606 $aPython (Computer program language) 606 $aMachine Learning 606 $aData Science 606 $aComputer Vision 606 $aNatural Language Processing (NLP) 606 $aBiometrics 606 $aPython 615 0$aMachine learning. 615 0$aArtificial intelligence$xData processing. 615 0$aComputer vision. 615 0$aNatural language processing (Computer science) 615 0$aBiometric identification. 615 0$aPython (Computer program language) 615 14$aMachine Learning. 615 24$aData Science. 615 24$aComputer Vision. 615 24$aNatural Language Processing (NLP). 615 24$aBiometrics. 615 24$aPython. 676 $a006.31 700 $aShao$b Liyu$4aut$4http://id.loc.gov/vocabulary/relators/aut$01817588 702 $aChen$b Qin$4aut$4http://id.loc.gov/vocabulary/relators/aut 702 $aHe$b Min$4aut$4http://id.loc.gov/vocabulary/relators/aut 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910996487103321 996 $aAI in Banking$94375476 997 $aUNINA