Toheeb K.

Key Skills

Software

Data Annotation Tech

Other

Top Subject Matter

Generative AI response evaluation and RLHF feedback

Text classification

sentiment labeling

Top Data Types

Text

Image

Video

Top Task Types

RLHF

Data Collection

Segmentation

Text Generation

Fine-tuning

Prompt + Response Writing (SFT)

Evaluation/Rating

Transcription

Entity (NER) Classification

Bounding Box

Polyline

Cuboid

Object Detection

Freelancer Overview

AI Trainer & Prompt Writer (Outlier AI). Brings 2+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Outlier AI, Data Annotation, and Atlas Capture. Education includes Bachelor of Science, University of Ilorin (2018) and Certificate in Excel for Data Analysis, Macquarie University / Coursera (2023). AI-training focus includes data types such as Text and Image and labeling workflows including RLHF, Evaluation, and Rating.

Labeling Experience

Data Annotator (Atlas Capture)

ImageData Collection

Executed structured data capture and annotation tasks across multiple pipelines on Atlas Capture. Completed image tagging, text labeling, and data verification while cross-checking outputs against project specifications. Flagged discrepancies for review and ensured data quality and consistency while working independently against deadlines. • Performed image tagging and associated classification/text labeling tasks • Conducted data verification against defined project requirements • Identified and reported annotation inconsistencies or specification deviations • Managed concurrent annotation workstreams to meet turnaround schedules

2024 - Present

Data Annotator (Data Annotation)

Text

Performed text annotation for AI training datasets including text classification, sentiment labeling, and response evaluation on Data Annotation. Applied detailed annotation guidelines consistently across large volumes to maintain rubric adherence without supervision. Reviewed AI-generated content and flagged reasoning gaps, unsupported claims, or guideline violations with clear written justifications. • Completed conversation evaluation, ranked preference labeling, and factual accuracy checks • Conducted sentiment and classification tagging using provided rubrics • Evaluated responses for quality issues (reasoning gaps, unsupported claims) • Submitted consistent annotations within quality and volume expectations

2024 - Present

AI Trainer & Prompt Writer (Outlier AI)

TextRLHF

Provided generative AI training by writing prompts, ranking responses, and evaluating model outputs across multiple project types on Outlier AI. Assessed responses for factual accuracy, logical consistency, instruction-following, completeness, and tone, then delivered structured RLHF-style feedback for each output. Maintained quality across high-volume batches while meeting platform accuracy and turnaround benchmarks. • Wrote high-quality prompts to test reasoning limits, edge cases, and instruction adherence • Performed response evaluation using rubric-based checks (accuracy, logic, completeness, tone) • Produced structured written feedback aligned with RLHF preference improvement • Ensured consistent labeling quality across concurrent tasks

2024 - Present

Education

Work History