independent work.
Frontier model evaluation work through prompt review, output ranking, hallucination checks, and structured feedback loops.
Prompt evaluation / Output ranking / Data annotation / LLM quality assessment / RLHF / Instruction-following analysis / Hallucination detection
PyTorch plant species classifier trained across a 40,000-image dataset and evaluated across 25 plant species.
PyTorch / Deep learning / Computer vision / Python / Neural networks / Transfer learning / GPU training
Marine energy project using piezoelectric technology to convert wave motion into power for environmental sensors.
Piezoelectric energy harvesting / Environmental sensors / 3D printing / Arduino / Embedded systems / IoT
