Houssam E.

Key Skills

Software

Other

Telus

Labelbox

Scale AI

Top Subject Matter

Large Language Models (LLM) evaluation

Clinical observation and medical workflow understanding

Top Data Types

Text

Audio

Image

Top Task Types

Data Collection

Bounding Box

Evaluation/Rating

Transcription

Freelancer Overview

AI Writer at Outlier (LLM evaluation). Brings 2+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other, N, and A. Education includes Medical School Diploma (First-Year), Medical School (2022) and Baccalaureate, Lycée 1 (2021). AI-training focus includes data types such as Text, Medical, and DICOM and labeling workflows including Evaluation, Rating, and Data Collection.

Labeling Experience

telus image bounding experience

ImageBounding Box

I bounded paragraph in pictures and classified them either as overlay or normal, and reviewed the bounding box labels to perfection.

2023 - Present

Stage d’observation (Observation internship)

Data Collection

Performed structured observation of patient care workflows to understand medical examination and intervention processes. Collected and reflected on how clinicians assess symptoms and formulate diagnoses during real clinical interactions. Used the experience to inform medical decision-making knowledge relevant to clinical documentation. • Observed physical examinations • Observed medical interventions • Understood symptom assessment process • Learned how diagnosis and treatment proposals are formed

2022

AI Writer at Outlier (LLM evaluation)

OtherText

Created clean and efficient evaluation ratings for multiple LLMs as part of Outlier.ai review tasks. Assessed model outputs to determine quality and usefulness according to the platform criteria. Documented judgments to support downstream AI improvement and model selection. • Evaluated many LLMs on outlier.ai • Produced quality-focused ratings (clean and efficient) • Followed task rubric to score responses • Contributed to AI model evaluation pipeline

2022

Education

Work History