[Online]Leveraging AI to Quickly Analyse Large Datasets and Uncover Valuable Insights

Leveraging AI to Quickly Analyse Large Datasets and Uncover Valuable Insights
ID:154 Submission ID:530 View Protection:ATTENDEE Updated Time:2025-12-23 13:21:18 Hits:299 Online

Start Time:2025-12-30 10:45 (Asia/Amman)

Duration:15min

Session:[S9] Track 5: Emerging Trends of AI/ML » [S9-1] Track 5: Emerging Trends of AI/ML

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Abstract
In the data-driven economy of today, artificial intelligence (AI) enables speedy analysis of large datasets, therefore revealing valuable insights that direct strategic choices. In many sectors, this approach accelerates the recognition of trends, deviations, and patterns. However, traditional data analysis methods are often slow, entail tremendous human work, and struggle with scalability when faced with high-volume, high-velocity data. This study offers a fresh perspective to overcome these limitations: Fast Trend Discovery and Insight Extraction from Business or Social Data Applied using AutoML Tools (AMLT). Modern AutoML technologies used here automates the end-to- end data analysis pipeline—data preparation, model selection, and insight generation. The proposed method finds user behavior patterns, market trends, and attitude changes by use of real-world data from business intelligence systems and social media analytics. Results reveal that AMLT accelerates decision-making compared to manual analysis techniques, reduces analysis time by more than 60%, and increases model consistency. The framework looks to be fairly useful for non-technical users especially as it offers scalability insight generating. The proposed method achieves the data analysis time by 35%, model accuracy by 97.4%, decision making by 98.3%.
Keywords
Artificial Intelligence, AutoML, Data Analytics, Business Intelligence, Social Media Analysis, Insight Extraction.
Speaker
Shriya Mahajan
Professor India.; Punjab;Centre of Research Impact and Outcome; Chitkara University; Rajpura- 140417

Submission Author
Shriya Mahajan India.; Punjab;Centre of Research Impact and Outcome; Chitkara University; Rajpura- 140417
Shivangi Gupta Quantum University
Senthil Kumar A Sri Vishnu Engineering College for Women
Anandhasilambarasan D Karpagam Academy of Higher Education
Gopinath S JAIN (Deemed to be University)
Thanga Kumar R JAIN (Deemed to be University)
Ling Shing Wong Thailand;Faculty of Health and Life Sciences; INTI -IU University; Nilai; Malaysia;Faculty of Nursing; Shinawatra University; Pathum Thani
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