ML systems
- Data preparation
- Baseline modeling
- Evaluation design
- Error analysis
Draft profile — employment, institution, credential verification, contact details, and measured project results still require owner confirmation before publication.
← Portfolio
Machine Learning Engineer
Nick Dudczyk
Electrical-engineering-trained builder focused on measured ML systems, local/private AI, retrieval workflows, and production-minded software.
Core capabilities
Applied AI
- Retrieval workflows
- Local/private AI
- Document ingestion
- Source attribution
Software
- Python
- TypeScript
- React
- FastAPI
- Testing and automation
Engineering
- Electrical engineering
- Systems thinking
- Performance
- Observability
Selected ML projects
Bookmark ML System
Browser capture and data tooling for preparing, reviewing, modeling, and locally classifying personal bookmarks.
Local RAG Toolkit
Configurable local document ingestion and retrieval for grounded questions with traceable sources.
Education and certification
Education
Electrical Engineering degree
Institution and graduation details awaiting confirmation.Certification
AWS Machine Learning Engineer credential
Exact title, issue date, and verification link awaiting confirmation.Experience
Employment and internship history will be populated from the owner-approved resume source. No roles, dates, or outcomes will be inferred or fabricated.