Isaya M.

Key Skills

Software

CVAT

Data Annotation Tech

Dataloop

Img Lab

Labelbox

Other

Top Subject Matter

Multilingual AI training data annotation and evaluation

AI dataset preparation with image and communication labeling

Legal Services & Contract Review

Top Data Types

Image

Text

Video

Document

Top Task Types

Computer Programming/Coding

Data Collection

RLHF

Translation/Localization

Prompt + Response Writing (SFT)

Classification

Freelancer Overview

AI Annotator / AI Trainer (Contract) | RWS | 2025. Brings 6+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Internal and Proprietary Tooling. Education includes Bachelor of Science, Mount Kenya University (2025) and Bachelor of Science, University of Nairobi (2020). AI-training focus includes data types such as Text and Image and labeling workflows including Data Collection and Classification.

Labeling Experience

AI Annotator / AI Trainer (Contract) — RWS

OtherImageRLHFData Collection

Collected and validated multilingual natural language data for AI training datasets while following non-synthetic content rules. Performed content categorization and evaluation to ensure consistency with project instructions. Applied quality assurance checks and privacy practices including redaction of sensitive and personal information. • Worked on high-volume text and communication-based content • Ensured guideline compliance and annotation accuracy • Met milestone deadlines in remote data collection • Collaborated with teams to improve annotation workflows and dataset quality

2025 - 2025

Virtual Assistant & Customer Care Representative — Conch Technologies

OtherTextPrompt + Response Writing (SFT)Data Collection

Supported digital operations that included accurate data entry and organization of digital records and client information. Managed communications and document handling across collaboration platforms to maintain confidentiality and secure record management. While not explicitly labeled as AI training, the role involved consistent data handling and structured digital documentation. • Performed accurate data entry and digital record management • Organized digital documents, notes, and media files • Maintained confidentiality and secure handling of client information • Delivered detail-oriented support in remote work environments

2020 - 2025

Autonomous Vehicle Data Annotation for Object Detection

CVATVideoText SummarizationData Collection

I worked on a 6-month project annotating a large dataset of images and video footage for an autonomous vehicle AI system. The project involved labeling over 100,000 images and several terabytes of video captured by vehicle-mounted cameras. My primary tasks included object detection (labeling pedestrians, vehicles, traffic signs, etc.), semantic segmentation for road surfaces and lanes, and tracking dynamic objects across frames. I used tools like Labelbox, CVAT, and Amazon SageMaker Ground Truth to ensure precise annotations. To maintain high-quality data, I conducted thorough quality assurance checks, including inter-annotator agreement reviews and consistent bounding box precision. I collaborated closely with the team to meet deadlines and tracked progress to ensure timely delivery. These efforts contributed to improved object detection accuracy and model performance, ultimately supporting the development of a safer and more reliable self-driving car system.

2024 - 2024

Education

Work History