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Author

Pankaj Beldar

2 papers indexed here

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Open access Sep 2026

Hybrid Pedagogical Strategies in Mechanical Engineering: Skill Assessment through Simulation and Project Based Learning with Machine Learning

The effectiveness of the proposed framework was evaluated through Course Outcome (CO) and Program Outcome (PO) attainment analysis, performance-based assessment rubrics, and machine learning classification models. The results demonstrated improved attainment of key COs and POs related to problem-solving, system design,...

Pankaj Beldar · 0 citations
Open access 2026

Optimizing diabetes prediction in machine learning models: Evaluating the effectiveness of a novel class imbalance technique—adaptive synthetic class balancing with class proportion filtering

Adaptive Synthetic Class Balancing with filtering by class ratio (ASCPF) is suggested, a combination of creating smart fake samples and ratio control which results in more uniform performance on classes with skewed distribution, especially in important health decisions.

Pankaj Beldar, Snehal M. Kamalapur, Priti Vaidya et al. · 0 citations

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