Ismail R.

Key Skills

Software

Other

Clickworker

Telus

Remotasks

Appen

Don't disclose

Top Subject Matter

AI training support (RLHF, evaluation, content annotation)

Top Data Types

Text

Image

Video

Document

Top Task Types

Text Generation

Text Summarization

RLHF

Fine-tuning

Red Teaming

Transcription

Evaluation/Rating

Question Answering

Object Detection

Polyline

Point/Key Point

Entity (NER) Classification

Classification

Segmentation

Polygon

Freelancer Overview

AI Data Labeling Specialist | AI Trainer | LLM Evaluation Contributor (Freelance, Remote). Brings 12+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Other. Education includes High School Diploma, Makindu Private (2010) and Bachelor of Science in Information Technology, Masinde Muliru University of Science and Technology (2014). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Entity (NER).

Labeling Experience

Data Labeling Specialist / AI Trainer / LLM Evaluation Contributor (2023 – Present)

OtherTextQuestion Answering

Contributed to AI training support and LLM evaluation activities by assisting with quality checks and assessment of generated outputs. Focused on ensuring labeled data met required guidelines and performance expectations during annotation workflows. Participated in RLHF-related evaluation tasks to support model improvement cycles. • Assisted with evaluation/rating of AI outputs for quality and consistency. • Supported data validation and QA during the labeling process. • Helped maintain guideline compliance for training data. • Tracked and documented findings using task management workflows.

2023 - Present

Education

Work History