SONA JOHN

I am an AI-focused machine learning engineer with a strong foundation in developing models, end-to-end pipelines, and model optimization. I combine technical expertise in Python and core AI fields with a practical, production-oriented mindset.

During my academic and project work I built real-time audiovisual and audio classification systems, integrating AI models in TouchDesigner and deploying machine learning solutions for music genre recognition. I emphasize performant, scalable pipelines and model tuning for real-world use.

I have applied prompt engineering, visual prompting, and Python coding in a remote AI Training Coder role, and I bring organizational and leadership experience from event management and student activities. I enjoy bridging theoretical concepts with efficient, ready-for-production applications.

I am driven by perpetual learning, collaboration, and delivering impactful AI solutions that move from prototype to production while maintaining reproducibility and operational rigor.