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Hands-On Artificial Intelligence for Banking: A practical guide to building intelligent financial applications using machine learning techniques
KZT 9732
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Hands-On Artificial Intelligence for Banking is a practical guide that will help you advance in your career in the banking domain.
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What Stands Out
Информация о продукте
- Comprehensive guide for implementing artificial intelligence in the banking sector
- Focuses on building intelligent financial applications using machine learning
- Provides practical hands-on techniques for AI application in banking
- Covers a range of machine learning methods relevant to financial services
- Aims to enhance understanding of AI's role in the banking industry
- Ideal for professionals seeking to integrate AI into financial applications
| Publisher | Packt Publishing |
| Publication date | July 10, 2020 |
| Language | English |
| Print length | 240 pages |
| ISBN-10 | 1788830784 |
| ISBN-13 | 978-1788830782 |
| Item Weight | 14.7 ounces (416.75 grams) |
| Dimensions | 7.5 x 0.55 x 9.25 inches (19.1 x 1.4 x 23.5 cm) |
Who Should Buy?
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AI Practitioners
Professionals looking to enhance their skills in applying machine learning specifically within the banking sector.
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Financial Analysts
Analysts who aim to leverage AI techniques for data-driven decision-making and financial forecasting.
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Software Developers
Developers interested in creating innovative financial applications with machine learning capabilities.
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Beginners in AI
Individuals with no prior knowledge of artificial intelligence may find the content too advanced and challenging.
ОПИСАНИЕ ТОВАРА
Hands-On Artificial Intelligence for Banking: A practical guide to building intelligent financial applications using machine learning techniques
Вопросы и ответы клиентов
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вопрос:
What can I expect to learn from 'Hands-On Artificial Intelligence for Banking'?
отвечать: In 'Hands-On Artificial Intelligence for Banking', readers will gain a thorough understanding of the application of machine learning techniques in the financial sector. The book covers practical aspects of building intelligent financial applications, ranging from data collection and preprocessing to deploying machine learning models. It not only dives into algorithms but also discusses how to integrate these solutions in real-world banking scenarios, like fraud detection and sentiment analysis in customer interactions, making it a valuable resource for banking professionals and tech enthusiasts alike. -
вопрос:
Who is the target audience for this book?
отвечать: This book is tailored for finance professionals, data scientists, and machine learning enthusiasts interested in applying AI in the banking industry. It caters to individuals who have a foundational understanding of machine learning concepts but are keen on exploring practical applications specific to financial services. Additionally, it appeals to software developers looking to enhance their skills in AI and finance, providing them with the tools to create impactful solutions in their organizations. -
вопрос:
What types of projects are included in the book?
отвечать: The book features a variety of projects that exemplify the real-world application of AI in banking. These projects include building predictive models for credit scoring, developing algorithms for fraud detection, and creating chatbots for enhanced customer service. Each project is designed to provide hands-on experience with commonly used machine learning techniques, allowing readers to cultivate their skills while addressing actual banking challenges, making it an indispensable guide for practical learning. -
вопрос:
How does this book compare to other AI resources?
отвечать: Unlike many general AI resources, 'Hands-On Artificial Intelligence for Banking' specifically focuses on the financial sector, making it unique in its approach. It combines theoretical knowledge with practical applications tailored to banking needs, ensuring that readers can directly relate the material to their work environment. This specialized focus helps bridge the gap between data science and finance, equipping professionals with actionable skills that are immediately relevant in their roles, differentiating it from broader AI literature. -
вопрос:
Is prior knowledge of machine learning necessary to understand the content?
отвечать: While a foundational understanding of machine learning concepts is beneficial, 'Hands-On Artificial Intelligence for Banking' does not require extensive expertise. The book begins by introducing key concepts and gradually progresses to more complex problems, making it accessible to readers at various skill levels. This allows beginners to grasp essential ideas while providing seasoned professionals an opportunity to deepen their knowledge and refine their skills in a banking context. -
вопрос:
What tools and technologies are covered in the book?
отвечать: The book covers a range of programming languages and tools essential for building AI applications in banking. It primarily focuses on popular libraries such as Python, TensorFlow, and scikit-learn, providing readers the opportunity to familiarize themselves with both coding and model implementation. Throughout the projects, readers will learn how to utilize these tools effectively, enabling them to create impactful financial applications that can drive innovation and efficiency within their organizations. -
вопрос:
Can this book help in career advancement in the banking industry?
отвечать: Absolutely! 'Hands-On Artificial Intelligence for Banking' equips readers with practical skills that are increasingly in demand within the financial sector. By mastering machine learning applications in banking, readers can position themselves as knowledgeable contributors to their organizations’ digital transformation initiatives. This expertise can lead to significant career advancements, as employers value professionals who can effectively implement technology solutions that enhance operational efficiencies and improve customer experiences. -
вопрос:
Are there case studies included in the book?
отвечать: Yes, the book includes various case studies that illustrate the successful implementation of AI techniques in banking. These case studies provide insights into real-world challenges and solutions, showcasing how different banks have leveraged machine learning for tasks like risk assessment and customer segmentation. By analyzing these examples, readers can learn from practical experiences and understand the impact of AI on banking processes, aiding in the development of their own AI strategies. -
вопрос:
What are some specific applications of AI in banking discussed in the book?
отвечать: The book discusses numerous applications of AI in the banking sector, including predictive analytics for loan approvals, automated trading systems, risk management strategies, and personalized customer service solutions. By examining these applications, readers gain an understanding of how AI enhances various banking functions, ultimately leading to better decision-making and improved customer satisfaction. These insights empower banking professionals to harness AI technologies effectively in their respective roles. -
вопрос:
Where can I buy 'Hands-On Artificial Intelligence for Banking'?
отвечать: You can purchase 'Hands-On Artificial Intelligence for Banking: A practical guide to building intelligent financial applications using machine learning techniques' on Ubuy, your go-to platform for a wide range of products available in Kazakhstan. Ubuy provides a seamless shopping experience, along with reliable customer service, making it a convenient choice for accessing this specialized resource.
Intelligence & Semantics Editorial Review
**** The reviewed product is an insightful and practical book that explores the intersection of Artificial Intelligence (AI) and the banking industry. It offers readers a significant amount of content, covering two primary sections: an overview of AI's role in the financial sector and a detailed look at Machine Learning with practical examples. The book facilitates an understanding of advanced concepts without delving deeply into complex coding, making it accessible to both banking professionals and individuals with technical backgrounds who wish to explore opportunities in the financial realm. One of the book's standout features is its inclusion of real-world examples, like sentiment analysis tutorials that guide readers through the process of analyzing social media data using Python. Additionally, the provision of downloadable code and references to external resources, such as the Open Bank Project and MongoDB, enhances its practicality. Its concise length, at 270 pages, allows for a quick read, though some reviewers noted that the breadth of content might warrant a more segmented approach, perhaps suggesting separate volumes for retail and investment banking. Readers acknowledged that the book serves as a valuable reference for those who want to understand how to apply AI solutions within their banking operations. It demystifies the concept of AI and demonstrates how average bankers can leverage open-source libraries to tackle typical challenges, including demand forecasting and risk assessment. Although it could benefit from additional local context or deeper coverage of topics, the book fundamentally enriches the reader's perspective on AI applications in banking. **
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Плюсы
- Extensive content, easy to read without deep coding knowledge.
- Useful practical examples and tutorials (e.g., sentiment analysis).
- Access to downloadable codes and external resources for further learning.
- Good insight into AI's application in the banking industry.
Минусы
- Too short to cover all topics comprehensively.
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KZT 9732
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Особенности и преимущества
- Learn how to use AI implementation to make banking services smoother, more cost-efficient, and accessible
- Gain insights into the AI revolution in the banking industry
- Explore time series analysis and reinforcement learning to automate client procurements, banking, and finance decisions
- Understand mechanizing capital market decisions and building personal wealth advisors
- Explore real-world AI considerations in the field of banking
- Suitable for machine learning engineers, data engineers, and data scientists working in finance industry and entrepreneurs, venture capitalists, investment bankers, and wealth managers
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