CMU grad student, ML engineer, content creator — and whatever else I feel like being.
Hey, I'm Collin — a Machine Learning grad student at Carnegie Mellon University originally from Houston, TX. I finished my B.S. in Computer Science at Stevens Institute of Technology in just 3 years, and now I'm pursuing my M.S. at CMU with a focus on ML and AI systems. During the day I'm building models and pipelines; outside of that I'm usually at the gym, watching something, or creating content online.
Favorite TV Shows
Coming soon...
Music & Artists
Coming soon...
Hobbies
Coming soon...
Idols
Coming soon...
Machine Learning Engineer focused on predictive modeling, NLP, and scalable systems. Currently pursuing my M.S. at Carnegie Mellon University.
Completed degree in 3 years (accelerated). Dean's List ×6.
Minor in Data Science. Relevant coursework: Machine/Deep Learning, Generative AI, LLMs, Embedded Systems, Operating Systems, Cloud Computing, Concurrent Programming, Optimization.
Master of Computer Engineering with a focus in Machine Learning.
Upcoming ML Dev.
Machine Learning
Systems & Software
Tools & Frameworks
Carnegie Mellon University
Fine-tuned Meta MusicGen with LoRA adapters to enable genre + environmental audio prompts, using 3,000+ paired MusicCaps/FSD50K examples. Built training pipeline and feature preprocessing to blend musical and ambient audio for controllable multi-modal generation.
Carnegie Mellon University
Privacy-preserving de-identification pipeline using fine-tuned BERT-based NER to pseudonymize sensitive patient attributes. Processed 45,000+ clinical notes (MIMIC-III) for secure data sharing and downstream ML training while maintaining HIPAA compliance.
Carnegie Mellon University
Implemented kernel-level modules and synchronization primitives to coordinate periodic tasks under real-time constraints for deterministic edge ML systems. Designed and tested concurrency mechanisms and periodic scheduling for predictable embedded task execution.
Behind the code there's a whole other life. Follow along.
Documenting my journey publicly — raw, honest, no filter.
Weekly updates — workouts, meals, progress photos, and honest reflections. Posted every Sunday.
Follow alongSomething you're planning. Add it here to build anticipation.
Recruiter, follower, or just want to say hi — reach out.