Hands-on projects and applied AI work demonstrating capabilities across machine learning, natural language processing, computer vision, and enterprise AI systems.
Research driven. Production tested. Enterprise ready.
Privacy-First Personal Data Platform
A locally-hosted AI agent that aggregates your entire digital life—emails, documents, calendar, notes, bookmarks—into a unified knowledge base with privacy-first architecture.
LLM fine-tuning, diffusion models, prompt engineering, and enterprise content generation systems.
Model lifecycle management, audit trails, bias detection, and responsible deployment at enterprise scale.
Predictive modeling, classification systems, ensemble methods, and evaluation frameworks across domains.
Applied AI work and research spanning core domains — from natural language processing and computer vision to systems architecture and emerging capabilities.
Text analysis, named entity recognition, sentiment analysis, semantic understanding, and language model applications.
Image classification, object detection, semantic segmentation, visual understanding, and vision model applications.
Agent design, policy optimization, reward systems, and decision-making frameworks in complex environments.
Data exploration, statistical analysis, data visualization, and insight generation from complex datasets.
AI system design, scalability, integration patterns, and production-grade AI infrastructure.
Research into multi-modal models, agent systems, knowledge graphs, and frontier AI capabilities.
For additional projects, research publications, and detailed technical work, visit the comprehensive portfolio site.
Visit Full Portfolio at johnderudder.comEvery project is grounded in enterprise reality — built with precision, tested in production, and designed to scale responsibly.
Technical excellence in model design, evaluation, and deployment. Sound principles, careful validation.
Not just theory — all work is grounded in actual implementation. Code, systems, and real-world constraints.
Designed with consideration for bias, fairness, transparency, and accountable oversight at every stage.
Governance, compliance, integration, and operational reality — built for enterprise environments from day one.
Whether you need advisory on AI strategy, operating model design, or technical implementation—let's explore how we can help.
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