Rotich Caren
@rotichcaren
AI training and data annotation freelancer building ML-backed tools and quality-rated datasets across platforms, plus Business Central development.
What I'm looking for
I do AI training and data annotation across micro1, OneForma, CrowdGen, and AfterQuery, using tools like Labelbox and Prodigy to keep labeled datasets accurate against detailed guidelines. I’ve also rated search quality and reviewed AI model outputs using rubric-based evaluation, with written feedback to support fine-tuning.
Beyond labeling, I build code and pipelines: I shipped backend and frontend work as a Software Engineer Intern, set up Dockerized environments, and built a live network packet analyzer using a PyTorch classifier exposed through a Flask interface. Now I’m developing and customizing Microsoft Dynamics 365 Business Central/NAV solutions while continuing my engineering-and-ML work.
Experience
Work history, roles, and key accomplishments
Microsoft Business Central Developer
Agile Business Solutions Limited
Mar 2026 - Present (5 months)
Developing and customizing Microsoft Dynamics 365 Business Central/NAV solutions using AL. Supporting configuration, development, and delivery of software components.
AI Data Annotator
micro1
Feb 2026 - Present (6 months)
Performing structured AI training data annotation and labeling using Labelbox and Prodigy. Applying quality-control checks against project annotation guidelines.
Software Engineer Intern
Stadi za Maisha Educational Trust
Apr 2025 - Sep 2025 (5 months)
Built backend APIs and designed PostgreSQL schemas; implemented authentication flows. Set up Docker containerization for the LMS.
AI Trainer
AfterQuery
Jan 2025 - Apr 2025 (3 months)
Rated and reviewed AI model outputs for quality, coherence, and factual accuracy against structured evaluation rubrics.
AI Trainer / Search Quality Rater
CrowdGen
Apr 2024 - Oct 2024 (6 months)
Completed crowd-sourced AI training and search-quality rating tasks, evaluating content relevance, accuracy, and user-intent alignment.
AI Trainer / Data Annotator
OneForma
Apr 2023 - Feb 2024 (10 months)
Performed AI training tasks including data collection, annotation, and search-relevance evaluation for global AI/ML projects.
Education
Degrees, certifications, and relevant coursework
KCA University
Bachelor of Science, Software Development
2021 - 2025
Bachelor of Science in Software Development from KCA University from 2021 to 2025.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Portfolio
github.com/CarenRotichJob categories
Skills
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