For employers

Hire this AI Trainer

Sign in or create an account to invite AI Trainers to your job.

Invite to Job
S

Sundus Hameed

AI Training & Data Annotation Specialist | NLP + Image Evaluation | Outlier Experience

Canada flagToronto, Canada
$15.00/hrIntermediateOther

Key Skills

Software

Other

Top Subject Matter

Artificial Intelligence & Machine Learning (AI/ML)
AI Model Evaluation & Quality Assurance
Prompt Engineering & AI Response Optimization

Top Data Types

TextText
DocumentDocument
ImageImage

Top Task Types

Classification
Object Detection
Text Generation
Question Answering
Text Summarization

Freelancer Overview

I have hands-on experience working with Outlier in AI training and data labeling, where I contributed to improving model performance through detailed annotation, evaluation, and feedback. My role involved reviewing AI-generated outputs, identifying inaccuracies, and refining responses to better align with task guidelines and user intent. I focused on capturing deeper context, tone, and subtle nuances in writing, helping train models to move beyond surface-level understanding and produce more accurate, coherent, and human-like responses. I also ensured consistency and quality across datasets while adapting to evolving project requirements and standards. Additionally, I have experience working with OpenAI-based systems, where I supported training efforts by analyzing how models interpret and generate language, and making targeted improvements to enhance clarity, structure, and responsiveness. I’ve worked on tasks that required detecting fine-grained changes in writing, improving contextual awareness, and guiding models to better understand complex instructions. My strengths include strong attention to detail, critical thinking, and the ability to quickly learn and apply new guidelines—allowing me to deliver high-quality results in fast-paced AI training environments.

IntermediateEnglishFrenchUrdu

Labeling Experience

AI English Generalist

TextObject Detection
I worked on a project focused on identifying and correcting errors in both AI-generated text responses and image outputs. For text-based tasks, I reviewed model responses to detect issues such as factual inaccuracies, logical inconsistencies, unclear phrasing, and deviations from user intent. I provided detailed feedback and corrections to improve accuracy, coherence, and overall quality, while ensuring the responses aligned with project guidelines. A key part of this work involved recognizing subtle errors in tone, context, and meaning, helping train the model to better understand nuanced instructions and produce more reliable outputs. On the image creation side, I evaluated AI-generated visuals to identify flaws such as incorrect details, distortions, missing elements, or mismatches with the prompt. I assessed whether the images accurately reflected the intended concept, including fine details, composition, and consistency. I then annotated issues and suggested improvements to guide the model toward generating more precise and realistic images. This project strengthened my ability to spot both obvious and subtle errors, apply critical thinking, and contribute to improving multimodal AI systems.

I worked on a project focused on identifying and correcting errors in both AI-generated text responses and image outputs. For text-based tasks, I reviewed model responses to detect issues such as factual inaccuracies, logical inconsistencies, unclear phrasing, and deviations from user intent. I provided detailed feedback and corrections to improve accuracy, coherence, and overall quality, while ensuring the responses aligned with project guidelines. A key part of this work involved recognizing subtle errors in tone, context, and meaning, helping train the model to better understand nuanced instructions and produce more reliable outputs. On the image creation side, I evaluated AI-generated visuals to identify flaws such as incorrect details, distortions, missing elements, or mismatches with the prompt. I assessed whether the images accurately reflected the intended concept, including fine details, composition, and consistency. I then annotated issues and suggested improvements to guide the model toward generating more precise and realistic images. This project strengthened my ability to spot both obvious and subtle errors, apply critical thinking, and contribute to improving multimodal AI systems.

2025 - 2026

Education

Y

York University

Bachelor of Business Commerce (Honours), Management

Bachelor of Business Commerce (Honours)
2019 - 2024

Work History

R

RBC

Client Relationship Specialist

Toronto
2025 - Present
O

Ocean Ridge Group

Operations & Strategy Analyst

Mississauga
2024 - 2025