Okoth' Nicholas Oduor

With a strong focus on structure and clarity, I help improve how machine learning systems learn and perform. As an independent contractor and founder of Stirlink Networks, I lead projects that involve labeling speech, images, and text to train ML models for real-world applications. I specialize in: Crafting clear, multilingual prompts for video generation and contextual adaptation ✍️ 📐 Building rubrics to evaluate model outputs across languages and formats 📊 Designing smart spreadsheets that flag errors, track progress, and streamline team workflows I have worked with tools that break down complex data and built systems that support both client needs and community learning-tracking milestones, surfacing issues, and enabling faster, more reliable delivery. My goal is always to deliver dependable, audit-ready work that helps others grow and keeps operations moving forward.