Gilna P.

Key Skills

Software

Other

Top Subject Matter

Interview outcome prediction / classification analytics

AI assistant for ML workflow automation

Top Data Types

Text

Computer Code Programming

Top Task Types

Classification

Freelancer Overview

Interview Success Predictor (classification modeling project). Core strengths include Other. Education includes Bachelor of Technology, Puducherry Technological University (2025) and Higher Secondary Certificate, St. Theresa’s Higher Secondary School (2021). AI-training focus includes data types such as Text, Computer Code, and Programming and labeling workflows including Classification, Computer Programming, and Coding.

Labeling Experience

ML Companion (Streamlit AI assistant project)

Other

Built a Streamlit-based ML companion to automate parts of the ML training workflow. The tool supported automated EDA, preprocessing, model selection, training, evaluation, and code generation. This is AI training/workflow assistance rather than human data annotation. • Implemented automated EDA and preprocessing steps in the app • Supported model selection and training using scikit-learn • Included evaluation to assess model performance • Generated code to help users reproduce the workflow

2024 - 2025

Interview Success Predictor (classification modeling project)

OtherTextClassification

Conducted supervised learning for an interview-success prediction task using classification algorithms. Worked through data exploration, preprocessing, and evaluation using standard classification metrics. The activity produced model predictions rather than manual annotations. • Used Logistic Regression, KNN, Decision Tree, and SVM for classification • Performed EDA to understand feature distributions and relationships • Evaluated models with classification metrics • Designed end-to-end workflow from preprocessing to model comparison

2024 - 2025

Education

Work History