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Revolutionizing Finance: Unleashing Machine Learning's Potential for a New Financial Era | IEEE Conference Publication | IEEE Xplore

Revolutionizing Finance: Unleashing Machine Learning's Potential for a New Financial Era


Abstract:

Machine learning has developed into a crucial tool for the financial industry, allowing financial organizations to enhance their processes and offerings. This paper gives...Show More

Abstract:

Machine learning has developed into a crucial tool for the financial industry, allowing financial organizations to enhance their processes and offerings. This paper gives a general overview of machine learning's uses and methods in the financial industry. Additionally, the paper includes case studies of effective machine learning applications in the financial industry, emphasizing the advantages of machine learning for fraud detection, risk management, trading and investment, customer service and personalization, credit scoring, and loan approval. The paper stresses how crucial it is to deal with issues like data quality and quantity, explainability and interpretability, regulation and ethical considerations, integration with legacy systems, and a talent and skills deficit. The future scope of machine learning in financial sector is discussed which highlights that how machine learning is going to change future financial landscape for good and will become an integral part of financial sector.
Date of Conference: 27-28 September 2024
Date Added to IEEE Xplore: 12 November 2024
ISBN Information:
Conference Location: Indore, India

I. Introduction

Machine learning has become the buzz word now-a-days. Financial sector is also influenced by this new and emerging technology. By examining enormous amounts of financial and economic data, machine learning algorithms can improve the decision-making processes for investments. These algorithms have the ability to find pertinent links and elements, reveal hidden patterns, and produce prediction models for asset value. Investors may optimise portfolios, make data-driven decisions, and increase the success of their investments by utilising machine learning.

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References

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