Nesh K.

Key Skills

Software

Remotasks

Telus

Other

Top Subject Matter

Multimodal AI evaluation and text output quality assessment

Multimodal AI evaluation (images and associated text)

Multimodal AI evaluation (video narratives and outputs)

Top Data Types

Text

Image

Top Task Types

Fine-tuning

Freelancer Overview

Information Technology Specialist (AI evaluation for text, images, videos, and multimodal prompts) — Remotasks | Remote. Brings 6+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Remotasks, Telus, and Other. Education includes Master of Science, Jomo Kenyatta University of Agriculture and Technology (JKUAT) (2022) and Bachelor of Science, Maseno University (2019). AI-training focus includes data types such as Text and Image and labeling workflows including Evaluation, Rating, and Fine-tuning.

Labeling Experience

Data Annotation & AI Training — Remote

OtherTextFine-tuning

Trained and improved AI image generation quality through multimodal annotation and evaluation tasks. Reviewed image outputs and associated prompt/response pairs to ensure correctness and guideline alignment. Fed back detailed corrections to strengthen model output reliability during iterative cycles. • Annotated/reviewed image-related outputs in multimodal tasks • Scored outputs for correctness and instruction compliance • Identified and reported issues impacting visual fidelity or context • Delivered iterative feedback to refine system performance

2023 - Present

Information Technology Specialist — Remotasks | Remote

RemotasksImage

Evaluated AI-generated images and image-related captions as part of multimodal prompt assessment workflows. Verified outputs for correctness, coherence with accompanying text, and alignment with cultural and instruction constraints. Logged detailed issues to improve model behavior through iterative review cycles. • Reviewed image outputs for quality and guideline compliance • Assessed caption/image consistency and narrative fit • Identified subtle visual or contextual errors • Provided structured feedback for dataset/model refinement

2023 - Present

Information Technology Specialist (AI evaluation for text, images, videos, and multimodal prompts) — Remotasks | Remote

RemotasksText

Performed AI output evaluation and scoring for text responses against task guidelines and quality criteria. Assessed correctness, coherence, style, and cultural alignment, and flagged logical inconsistencies, bias, and hallucination risks. Provided structured, guideline-aligned feedback to support iterative improvements in AI system performance. • Scored text outputs for adherence to rubrics and instructions • Detected subtle errors and missing logic in generated content • Reviewed outputs for bias and style consistency • Delivered repeatable feedback using annotation tools/workflows

2023 - Present

Information Technology Specialist — TELUS Digital AI Data Solutions | Remote

TelusText

Managed and reviewed AI data annotation and evaluation projects across multiple clients. Assessed AI-generated outputs for quality, accuracy, and guideline adherence, focusing on identifying errors that could degrade model performance. Produced detailed error analysis to inform multimodal AI system improvements. • Oversaw evaluation/annotation workflows for client datasets • Reviewed outputs for accuracy and compliance with labeling guidelines • Conducted error analysis to characterize failure modes • Coordinated with quality leads and project managers on standards

2021 - 2024

Education

Work History