AI and Machine Learning in Finance
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Overview
Subject area
FIN
Catalog Number
9877
Course Title
AI and Machine Learning in Finance
Department(s)
Description
This course offers an introductory exploration of artificial intelligence (AI) and machine learning (ML) within the realm of financial and economic data analysis. Beginning with a discussion of the differences between machine learning and traditional econometric models, students will delve into fundamental concepts such as the balance between overfitting and underfitting. Subsequently, the course progresses towards more advanced and contemporary model architectures, including but not limited to large language models (LLMs), providing students with insights into harnessing these formidable tools for data analytics. Additionally, the curriculum delves into specific use cases demonstrating the application of machine learning techniques to financial datasets, thereby equipping students with practical knowledge essential for addressing real-world challenges in finance and economics.
Typically Offered
Fall, Spring, Summer
Academic Career
Graduate
Liberal Arts
No
Credits
Minimum Units
3
Maximum Units
3
Academic Progress Units
3
Repeat For Credit
No
Components
Name
Lecture
Hours
3
Requisites
038254