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I

Ian Kipkeu

Technical Operations Associate (AI/LLM Annotation & Evaluation)

Kenya flagNairobi, Kenya
$6.00/hrIntermediate

Key Skills

Software

No software listed

Top Subject Matter

LLM Evaluation
Workflow Annotation
AI Training

Top Data Types

TextText

Top Task Types

RLHFRLHF

Freelancer Overview

Technical Operations Associate (AI/LLM Annotation & Evaluation). Brings 1+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal and Proprietary Tooling. Education includes Bachelor of Science, Technical University of Mombasa (2024) and Kenya Certificate of Secondary Education, Immaculate Boys High School (2018). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and RLHF.

IntermediateEnglishSwahili

Labeling Experience

Technical Operations Associate (AI/LLM Annotation & Evaluation)

Text
As a Technical Operations Associate, I conducted step-by-step documentation and quality assurance processes directly related to AI data labeling workflows. I systematically verified and organized structured data for high-throughput annotation pipelines. This role required meticulous instruction-following, using spreadsheet and database tools for annotation record management. • Managed structured annotation and validation of textual and structured data. • Applied high standards of accuracy to ensure integrity in AI training datasets. • Followed detailed guidelines to ensure reproducible annotation outcomes. • Practiced quality assurance methods critical for LLM evaluation and review.

As a Technical Operations Associate, I conducted step-by-step documentation and quality assurance processes directly related to AI data labeling workflows. I systematically verified and organized structured data for high-throughput annotation pipelines. This role required meticulous instruction-following, using spreadsheet and database tools for annotation record management. • Managed structured annotation and validation of textual and structured data. • Applied high standards of accuracy to ensure integrity in AI training datasets. • Followed detailed guidelines to ensure reproducible annotation outcomes. • Practiced quality assurance methods critical for LLM evaluation and review.

2024 - 2024

ICT Technician (Agentic Workflow/SFT & RLHF Annotation)

TextRLHF
As an ICT Technician at Mt. Elgon County Hospital, I translated complex real-world processes into structured, executable actions relevant to RLHF and agentic workflow annotation. I documented multi-step procedures and technical troubleshooting, mirroring user-intent modeling tasks in AI training environments. Liaising with end-users enabled effective preference annotation and edge-case detection for AI systems. • Developed and annotated technical workflows for medical information systems. • Practiced user-intent modeling for reinforcement learning applications. • Documented structured procedures vital for agentic AI benchmarking. • Applied annotation discipline in high-stakes, real-world medical environments.

As an ICT Technician at Mt. Elgon County Hospital, I translated complex real-world processes into structured, executable actions relevant to RLHF and agentic workflow annotation. I documented multi-step procedures and technical troubleshooting, mirroring user-intent modeling tasks in AI training environments. Liaising with end-users enabled effective preference annotation and edge-case detection for AI systems. • Developed and annotated technical workflows for medical information systems. • Practiced user-intent modeling for reinforcement learning applications. • Documented structured procedures vital for agentic AI benchmarking. • Applied annotation discipline in high-stakes, real-world medical environments.

2023 - 2023

Education

T

Technical University of Mombasa

Bachelor of Science, Information Technology

Bachelor of Science
2019 - 2024
I

Immaculate Boys High School

Kenya Certificate of Secondary Education, General Secondary Education

Kenya Certificate of Secondary Education
2014 - 2018

Work History

M

Mt. Elgon County Hospital

ICT Technician

Nairobi
2023 - 2023