Open to opportunities

sathyanathreddy nukala

@sathyanathreddynukal

Message

I build production machine learning and generative AI systems, from LLM fine-tuning to computer vision deployment.

India

Message

What I'm looking for

I'm looking to build and deploy production AI systems, especially generative AI, LLM optimization, RAG, and computer vision solutions with measurable business impact.

At SP Software, I architect and deploy production ML models that improve downstream efficiency by 35% while maintaining 95%+ operational uptime. I've fine-tuned open-source LLMs with LoRA and QLoRA, reducing errors by 25% and improving predictive accuracy by 18%.

I owned an analytics automation workflow from scoping through deployment, cutting manual review costs by 60% and turnaround time by 70%. I also move AI research prototypes into FastAPI microservices with monitoring for model drift, inference latency, and degradation.

Across independent AI/ML work, I've built RAG pipelines with FAISS and Chroma, computer vision inspection systems using YOLOv8 and SAM, and a full-stack SDXL image platform supporting 200+ artistic styles.

Experience

Work history, roles, and key accomplishments

Current

Data Scientist

Current

SP Software Private Limited

Apr 2025 - Present (1 year 5 months)

Architected and deployed production-grade ML models, improving efficiency and uptime. Applied LoRA and QLoRA fine-tuning to reduce error rates and boost accuracy, and built automation pipelines that cut review costs and turnaround time.