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Title: :  SUPERVISED LEARNING MODEL INSIGHTS AND EVALUATION
PaperId: :  26126
Published in:   International Journal Of Advance Research And Innovative Ideas In Education
Publisher:   IJARIIE
e-ISSN:   2395-4396
Volume/Issue:    Volume 11 Issue 2 2025
DUI:    16.0415/IJARIIE-26126
Licence: :   IJARIIE is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.

Author NameAuthor Institute
B. RAJA KUMARSiddharth Institute of Engineering and Technology
DONTHU PADMINISiddharth Institute of Engineering and Technology
NALAPAREDDY HARSHA VARDHAN REDDYSiddharth Institute of Engineering and Technology
J D KUMUDHASiddharth Institute of Engineering and Technology
PENCHIKALA SAI GANESHSiddharth Institute of Engineering and Technology
SATHISH VSiddharth Institute of Engineering and Technology

Abstract

Information Technology
Supervised Learning, Model Evaluation, Classification Algorithms, Performance Metrics, Data Visualization, Hyperparameter Tuning, Automated Reporting
Supervised learning models are widely used in predictive analytics to enhance decision-making across various domains. Effective model evaluation is crucial to ensure optimal performance and reliability. This study presents an automated approach to evaluating and comparing multiple classification algorithms using key performance metrics such as accuracy, precision, recall, and F1-score. Advanced visualization techniques, including confusion matrices, ROC curves, and feature importance analysis, improve interpretability. Additionally, hyperparameter tuning optimizes model performance for better predictive accuracy. A structured reporting mechanism generates detailed performance summaries, facilitating data-driven insights. This framework is designed to be user-friendly, making model evaluation accessible to both researchers and industry professionals. The automation of evaluation and reporting significantly reduces manual effort and enhances reproducibility in machine learning experiments. By streamlining the model selection process, this system contributes to more efficient and informed decision-making in data-driven applications

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IJARIIE B. RAJA KUMAR, DONTHU PADMINI, NALAPAREDDY HARSHA VARDHAN REDDY, J D KUMUDHA, PENCHIKALA SAI GANESH, and SATHISH V. "SUPERVISED LEARNING MODEL INSIGHTS AND EVALUATION" International Journal Of Advance Research And Innovative Ideas In Education Volume 11 Issue 2 2025 Page 1342-1349
MLA B. RAJA KUMAR, DONTHU PADMINI, NALAPAREDDY HARSHA VARDHAN REDDY, J D KUMUDHA, PENCHIKALA SAI GANESH, and SATHISH V. "SUPERVISED LEARNING MODEL INSIGHTS AND EVALUATION." International Journal Of Advance Research And Innovative Ideas In Education 11.2(2025) : 1342-1349.
APA B. RAJA KUMAR, DONTHU PADMINI, NALAPAREDDY HARSHA VARDHAN REDDY, J D KUMUDHA, PENCHIKALA SAI GANESH, & SATHISH V. (2025). SUPERVISED LEARNING MODEL INSIGHTS AND EVALUATION. International Journal Of Advance Research And Innovative Ideas In Education, 11(2), 1342-1349.
Chicago B. RAJA KUMAR, DONTHU PADMINI, NALAPAREDDY HARSHA VARDHAN REDDY, J D KUMUDHA, PENCHIKALA SAI GANESH, and SATHISH V. "SUPERVISED LEARNING MODEL INSIGHTS AND EVALUATION." International Journal Of Advance Research And Innovative Ideas In Education 11, no. 2 (2025) : 1342-1349.
Oxford B. RAJA KUMAR, DONTHU PADMINI, NALAPAREDDY HARSHA VARDHAN REDDY, J D KUMUDHA, PENCHIKALA SAI GANESH, and SATHISH V. 'SUPERVISED LEARNING MODEL INSIGHTS AND EVALUATION', International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 2, 2025, p. 1342-1349. Available from IJARIIE, https://ijariie.com/AdminUploadPdf/SUPERVISED_LEARNING_MODEL_INSIGHTS_AND_EVALUATION_ijariie26126.pdf (Accessed : ).
Harvard B. RAJA KUMAR, DONTHU PADMINI, NALAPAREDDY HARSHA VARDHAN REDDY, J D KUMUDHA, PENCHIKALA SAI GANESH, and SATHISH V. (2025) 'SUPERVISED LEARNING MODEL INSIGHTS AND EVALUATION', International Journal Of Advance Research And Innovative Ideas In Education, 11(2), pp. 1342-1349IJARIIE [Online]. Available at: https://ijariie.com/AdminUploadPdf/SUPERVISED_LEARNING_MODEL_INSIGHTS_AND_EVALUATION_ijariie26126.pdf (Accessed : )
IEEE B. RAJA KUMAR, DONTHU PADMINI, NALAPAREDDY HARSHA VARDHAN REDDY, J D KUMUDHA, PENCHIKALA SAI GANESH, and SATHISH V, "SUPERVISED LEARNING MODEL INSIGHTS AND EVALUATION," International Journal Of Advance Research And Innovative Ideas In Education, vol. 11, no. 2, pp. 1342-1349, Mar-App 2025. [Online]. Available: https://ijariie.com/AdminUploadPdf/SUPERVISED_LEARNING_MODEL_INSIGHTS_AND_EVALUATION_ijariie26126.pdf [Accessed : ].
Turabian B. RAJA KUMAR, DONTHU PADMINI, NALAPAREDDY HARSHA VARDHAN REDDY, J D KUMUDHA, PENCHIKALA SAI GANESH, and SATHISH V. "SUPERVISED LEARNING MODEL INSIGHTS AND EVALUATION." International Journal Of Advance Research And Innovative Ideas In Education [Online]. volume 11 number 2 ().
Vancouver B. RAJA KUMAR, DONTHU PADMINI, NALAPAREDDY HARSHA VARDHAN REDDY, J D KUMUDHA, PENCHIKALA SAI GANESH, and SATHISH V. SUPERVISED LEARNING MODEL INSIGHTS AND EVALUATION. International Journal Of Advance Research And Innovative Ideas In Education [Internet]. 2025 [Cited : ]; 11(2) : 1342-1349. Available from: https://ijariie.com/AdminUploadPdf/SUPERVISED_LEARNING_MODEL_INSIGHTS_AND_EVALUATION_ijariie26126.pdf
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