Manjit S.

Key Skills

Software

Label Studio

Top Subject Matter

Map Personalization and Localization for AI models

Top Data Types

Image

Top Task Types

RLHF

Freelancer Overview

Map Personalization Specialist (Contractor). Brings 1+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal and Proprietary Tooling. Education includes Senior Secondary School Certificate, Government Smart Senior Secondary School, Dhada Fateh Singh. AI-training focus includes data types such as Geospatial and Tiled Imagery and labeling workflows including RLHF.

Labeling Experience

Map Personalization Specialist (Contractor)

RLHF

As a Map Personalization Specialist, I contributed to AI model improvement by executing complex geo-annotation and localization tasks. I collaborated with a team to refine AI systems for diverse regions using Reinforcement Learning from Human Feedback (RLHF). My work ensured enhanced search relevance and mapping accuracy for user queries worldwide. • Conducted RLHF-based evaluation of map model output and user search relevance • Refined geospatial annotations to improve map data quality • Applied strict quality rubrics and guidelines to rating workflows • Supported cross-functional teams in continuous model updates and testing

2026 - Present

Education

Work History