Hey! I'm Nick, I have 7+ years in production ML specially focusing on forecasting, LLM analytics, anomaly detection and calibration. I'm a generalist by nature, usually operating at the intersection of applied research and production systems, figuring out how to take something from a notebook to actually running at scale and being useful. Background in industrial engineering and data science, currently finishing my M.S. in CS (GenAI/Deep Learning).
I've been thinking a lot about what makes ML systems trustworthy in production and how that connects to AI safety more broadly. Interested in AI's economic impacts, LLM evaluation, and what shipping real systems teaches us about safety. Looking to engage more with this community.
Hey! I'm Nick, I have 7+ years in production ML specially focusing on forecasting, LLM analytics, anomaly detection and calibration. I'm a generalist by nature, usually operating at the intersection of applied research and production systems, figuring out how to take something from a notebook to actually running at scale and being useful. Background in industrial engineering and data science, currently finishing my M.S. in CS (GenAI/Deep Learning).
I've been thinking a lot about what makes ML systems trustworthy in production and how that connects to AI safety more broadly. Interested in AI's economic impacts, LLM evaluation, and what shipping real systems teaches us about safety. Looking to engage more with this community.
Happy to be here!