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M

Menahil Arshad

Data Annotation & Research—AI Training Data

Pakistan flagIslamabad, Pakistan
$30.00/hrEntry LevelCVAT

Key Skills

Software

CVATCVAT

Top Subject Matter

Robotics & Autonomous Systems
Robot Navigation—Research Thesis

Top Data Types

ImageImage

Top Task Types

PolygonPolygon
PolylinePolyline

Freelancer Overview

Data Annotation & Research—AI Training Data. Brings 6+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include CVAT. Education includes Master of Science, NUST (College of Electrical and Mechanical Engineering) (2023) and Bachelor of Science, Information Technology University, Lahore (2021). AI-training focus includes data types such as Image and labeling workflows including Polygon and Polyline.

Entry LevelEnglishUrduPunjabi

Labeling Experience

CVAT

MS Thesis: Collision-Free Robot Navigation (Speed-Aware A*)

CVATImagePolyline
Conducted a research thesis focused on collision-free robot navigation by manually annotating and categorizing warehouse paths, robot routes, obstacle data, and speed zones. Collected and prepared large simulation image datasets for experimentation in AI-driven navigation algorithms. Ensured consistency, accuracy, and domain-relevant labeling practices throughout the annotation workflow. • Labeled warehouse paths and robot navigation routes for simulation datasets • Categorized obstacle zones and speed regions for AI experiments • Used CVAT for precise path and region annotation • Applied rigorous accuracy standards for structured simulation data

Conducted a research thesis focused on collision-free robot navigation by manually annotating and categorizing warehouse paths, robot routes, obstacle data, and speed zones. Collected and prepared large simulation image datasets for experimentation in AI-driven navigation algorithms. Ensured consistency, accuracy, and domain-relevant labeling practices throughout the annotation workflow. • Labeled warehouse paths and robot navigation routes for simulation datasets • Categorized obstacle zones and speed regions for AI experiments • Used CVAT for precise path and region annotation • Applied rigorous accuracy standards for structured simulation data

2021 - 2023

Education

N

NUST (College of Electrical and Mechanical Engineering)

Master of Science, Electrical Engineering

Master of Science
2021 - 2023
I

Information Technology University, Lahore

Bachelor of Science, Electrical Engineering

Bachelor of Science
2017 - 2021

Work History

I

Independent

Freelance Research, Data Entry & Remote Admin

Islamabad
2023 - Present
N

NUST

Teaching Assistant

Islamabad
2021 - 2023