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Work Samples
Research and engineering projects from CMU and IBM.
Carnegie Mellon University
AI Assignment Grader
LLM-powered batch grading pipeline — instructors upload student submissions, get AI-generated reviews and grades, and iteratively fine-tune the model from verified data.
LLMFine-tuningNext.jsPython
IBM Research Zurich
Capacitive Chip Authentication
Hardware + cloud system that authenticates microchips using unique capacitance signals — Arduino reader, Android app, IBM Cloudant, and a Python ML pipeline.
ArduinoAndroidIBM CloudPythonML