Mishael

Key Skills

Software

Telus

Appen

Clickworker

Data Annotation Tech

Google Cloud Vertex AI

Labelbox

LabelImg

Mercor

Micro1

Mindrift

OneForma

Remotasks

Scale AI

Snorkel AI

SuperAnnotate

Surge AI

Top Subject Matter

Large Language Models (LLMs) and AI data training

Legal Services & Contract Review

Regulatory Compliance & Risk Analysis

Top Data Types

Text

Image

Document

Top Task Types

Fine-tuning

Segmentation

Classification

Object Detection

Text Generation

Question Answering

Text Summarization

RLHF

Red Teaming

Transcription

Evaluation/Rating

Data Collection

Freelancer Overview

Freelance AI Model Trainer / AI Data & Model Validation Consultant. Brings 6+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Telus. Education includes Bachelor of Engineering, Federal University of Petroleum Resources (2023). AI-training focus includes data types such as Text and labeling workflows including Fine-tuning.

Labeling Experience

Freelance AI Model Trainer / AI Data & Model Validation Consultant

TelusTextFine Tuning

I curated, labeled, and annotated complex data sets to train and fine-tune large language models for top AI companies. I conducted quality and performance testing on model outputs to ensure accuracy and compliance. I provided feedback to core teams for iterative model improvement. • Systematic curation and annotation of text and other data modalities. • Performed evaluation, categorization, and adversarial testing within strict guidelines. • Managed data privacy compliance and sensitive data handling. • Produced structured outputs using predefined rubrics and taxonomies.

I curated, labeled, and annotated complex data sets to train and fine-tune large language models for top AI companies. I conducted quality and performance testing on model outputs to ensure accuracy and compliance. I provided feedback to core teams for iterative model improvement. • Systematic curation and annotation of text and other data modalities. • Performed evaluation, categorization, and adversarial testing within strict guidelines. • Managed data privacy compliance and sensitive data handling. • Produced structured outputs using predefined rubrics and taxonomies.

2025 - Present

Education

Work History