Shatakshi Palli

AI Researcher

Hanamakonda, Telangana, India0 mo experience

Key Highlights

Passionate ML Engineer with real-world impact.
Expertise in building scalable machine learning systems.
Skilled in transforming complex data into intelligent solutions.

Stackforce AI infers this person is a Machine Learning Engineer with a focus on scalable solutions in SaaS.

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Skills

Core Skills

Machine LearningModel Explainability

Other Skills

Back-End Web DevelopmentC (Programming Language)DockerK-Fold cross-validationLIMEMongoDBNestJSNext.jsPostgreSQLPrisma ORMPython (Programming Language)Random ForestReact.jsSHAPSQL

About

I'm Shatakshi-Passionate ML Engineer with expertise in building scalable machine learning systems that drive real-world impact. I transform complex data into intelligent solutions.

Experience

0 mo

Total Experience

Average Tenure

Current Experience

National institute of technology warangal

Research Intern

May 2025 – Jul 2025 · 2 mos · Warangal, Telangana, India · On-site

◦ Enhanced the reliability of software effort estimation by integrating SHAP and LIME for interpreting
feature importance, enabling model explainability and transparency across 7 industry-standard datasets.
◦ Achieved highest model reliability of 0.96 (closer to 1 indicates higher reliability) on the China dataset by integrating Random Forest modeling with SHAP-based quantitative feature importance analysis.
◦ Added K-Fold cross-validation to improve model stability and generalization, with overall reliability
calculated from the combined influence of Generalizability, Concordance, and Stability metrics.

SHAPLIMERandom ForestK-Fold cross-validationMachine LearningModel Explainability