Emmanuel Victory

Key Skills

Software

iMerit

Toloka

Scale AI

OneForma

Roboflow

Top Subject Matter

Architectural Floor Plans

AI Text Content Evaluation

Legal Services & Contract Review

Top Data Types

Text

Image

Document

Top Task Types

Evaluation/Rating

Transcription

Data Collection

Polygon

Freelancer Overview

Computer Vision Data Annotation (Roboflow – Freelance / Practice-Based). Brings 3+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Roboflow, Google Workspace (Docs, and Sheets). Education includes Bachelor’s Degree (2024). AI-training focus includes data types such as Image and Text and labeling workflows including Polygon, Evaluation, and Rating.

Labeling Experience

AI Data Annotation & Content Evaluation

Text

This position involved evaluating and labeling AI-generated text data for quality and accuracy using structured scoring systems. Tasks were centered on identifying inconsistencies, rating outputs, and improving dataset reliability for AI model training. Annotation was performed using spreadsheet tools such as Excel and Google Sheets. • Reviewed and labeled AI-generated responses and prompts for training datasets. • Used standardized evaluation guidelines for consistent annotation. • Identified factual errors and ambiguous content in text outputs. • Applied structured rating systems to assess and improve overall data quality.

This position involved evaluating and labeling AI-generated text data for quality and accuracy using structured scoring systems. Tasks were centered on identifying inconsistencies, rating outputs, and improving dataset reliability for AI model training. Annotation was performed using spreadsheet tools such as Excel and Google Sheets. • Reviewed and labeled AI-generated responses and prompts for training datasets. • Used standardized evaluation guidelines for consistent annotation. • Identified factual errors and ambiguous content in text outputs. • Applied structured rating systems to assess and improve overall data quality.

2024 - Present

Computer Vision Data Annotation (Roboflow – Freelance / Practice-Based)

RoboflowImagePolygon

This role focused on annotating architectural floor plan images for machine learning tasks using Roboflow. The work involved creating precise polygon masks around rooms and classifying them by type to ensure high-quality training data. Consistent adherence to strict annotation guidelines and quality assurance were maintained throughout the process. • Drew accurate polygons for room boundaries using Roboflow's segmentation tool. • Classified rooms by occupancy type, such as Bedroom, Bathroom, and Office. • Interpreted complex architectural symbols and layouts for precise classification. • Performed dataset quality checks for reliable model outcomes.

This role focused on annotating architectural floor plan images for machine learning tasks using Roboflow. The work involved creating precise polygon masks around rooms and classifying them by type to ensure high-quality training data. Consistent adherence to strict annotation guidelines and quality assurance were maintained throughout the process. • Drew accurate polygons for room boundaries using Roboflow's segmentation tool. • Classified rooms by occupancy type, such as Bedroom, Bathroom, and Office. • Interpreted complex architectural symbols and layouts for precise classification. • Performed dataset quality checks for reliable model outcomes.

2024 - Present

Education

Work History