Leveraging machine learning for big data analytics: a strategic overview

Ismaylov Timur Kuanishbaevich, Kurbanbaev Bakhtiyar Bakhitovich and Orazbayev Aqilbay Jenisbay Uli

GREEN ECONOMY AND DEVELOPMENT, 2025, vol. 3, issue 6

Abstract: This article explores the synergistic relationship between Big Data and Machine Learning (ML), twotransformative technologies shaping the modern data-driven landscape. As the volume, velocity, and variety of datacontinue to grow exponentially, traditional processing methods have become increasingly inadequate. Machine Learningoffers a powerful solution by providing algorithms capable of learning from and making predictions on vast datasets. Thispaper provides a comprehensive overview of how organizations can leverage the combined power of Big Data and MLto gain a competitive advantage. It discusses the fundamental principles, key applications, operational frameworks, andinherent challenges of this integration, offering a strategic guide for businesses aiming to transition into a more intelligent,data-centric operational model

Keywords: Big Data; Machine Learning (ML); Data Preprocessing; Model; Internet of Things (IoT); Model Training; Machine Learning Approach (search for similar items in EconPapers)
Date: 2025
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Persistent link: https://EconPapers.repec.org/RePEc:teu:ged000:v:3:y:2025:i:6:id:6192

DOI: 10.5281/zenodo.15791822

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