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Smart Data Processing: Unleashing the Power of AI and ML

Smart Data Processing: Unleashing the Power of AI and ML

Sreedhar Yalamati, Ravi Kumar Batchu
Copyright: © 2024 |Pages: 17
ISBN13: 9798369329092|ISBN13 Softcover: 9798369347409|EISBN13: 9798369329108
DOI: 10.4018/979-8-3693-2909-2.ch016
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MLA

Yalamati, Sreedhar, and Ravi Kumar Batchu. "Smart Data Processing: Unleashing the Power of AI and ML." Practical Applications of Data Processing, Algorithms, and Modeling, edited by Pawan Whig, et al., IGI Global, 2024, pp. 205-221. https://doi.org/10.4018/979-8-3693-2909-2.ch016

APA

Yalamati, S. & Batchu, R. K. (2024). Smart Data Processing: Unleashing the Power of AI and ML. In P. Whig, S. Sharma, S. Sharma, A. Jain, & N. Yathiraju (Eds.), Practical Applications of Data Processing, Algorithms, and Modeling (pp. 205-221). IGI Global. https://doi.org/10.4018/979-8-3693-2909-2.ch016

Chicago

Yalamati, Sreedhar, and Ravi Kumar Batchu. "Smart Data Processing: Unleashing the Power of AI and ML." In Practical Applications of Data Processing, Algorithms, and Modeling, edited by Pawan Whig, et al., 205-221. Hershey, PA: IGI Global, 2024. https://doi.org/10.4018/979-8-3693-2909-2.ch016

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Abstract

In this chapter, the authors delve into the transformative realm of smart data processing, exploring its pivotal role in harnessing the full potential of artificial intelligence (AI) and machine learning (ML). As the volume and complexity of data continue to grow exponentially, the need for intelligent data processing becomes paramount. The authors examine cutting-edge techniques and methodologies that leverage AI and ML algorithms to extract meaningful insights from vast datasets. The chapter unfolds by elucidating the significance of efficient data preprocessing, discussing how it lays the foundation for robust AI and ML models. Furthermore, they explore advanced techniques such as feature engineering, dimensionality reduction, and data normalization, showcasing their pivotal role in enhancing model accuracy and interpretability. The narrative extends to real-world applications, illustrating how smart data processing can revolutionize industries ranging from healthcare and finance to manufacturing and beyond.

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