Author

Muhammad Ahsan Tariq

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Open access Sep 2026

Machine Learning-Based Predictive Analytics: Investigating the Influence of Feature Selection and Model Optimization on Prediction Accuracy

This study comparatively evaluated the predictive performance of machine learning classification models and examined whether feature selection and model optimization improved classification accuracy and overall predictive effectiveness. A quantitative computational research design was employed using a structured datase...

Muhammad Ahsan Tariq, Fasie Haider, Taaha Shahzad et al. · Journal of Global Social Tra... · 0 citations

#explainable ai Open access Sep 2026

Impact of Artificial Intelligence-Supported Education on Academic Engagement, Psychological Well-Being, and Career Development among University Students

This study examined the impact of artificial intelligence (AI)-supported education on students’ academic engagement, psychological well-being, and career development among university students in Pakistan. A quantitative, cross-sectional research design was employed, and data were collected from 467 university students...

Muhammad Ahsan Tariq, Shagufta Iram Jalbani, Rabia Razzaq · Journal of Global Social Tra... · 0 citations