The Role of Machine Learning in Modern Investment Strategies: A Review

Authors

  • Vinay Kumar Deeti Arrowstreet Capital, Limited Partnership, USA Author

Keywords:

machine learning, investment strategies, portfolio optimization, asset pricing, deep learning, feature engineering

Abstract

Integration of machine learning (ML) techniques in modern investment strategies highlights their transformative impact on portfolio optimization, asset pricing, risk management, and algorithmic trading. The objective of this paper is to synthesize academic lecture and industrial practices and examines the supervised, unsupervised, and reinforcement learning models, including their methodological frameworks, computational challenges, and empirical performance.

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Published

2023-09-12

How to Cite

[1]
Vinay Kumar Deeti, “The Role of Machine Learning in Modern Investment Strategies: A Review”, J. of Art. Int. Research and App., vol. 3, no. 2, pp. 1325–1339, Sep. 2023, Accessed: May 18, 2026. [Online]. Available: https://jaira.org.uk/index.php/jaira/article/view/3