I am a Senior AI/ML Engineer specializing in natural language processing and generative AI, using Python and PyTorch to build end-to-end NLP systems—from data ingestion and labeling to fine-tuning and production-grade inference on AWS. I focus on delivering robust, observable ML solutions with high throughput and reliability. I keep lightweight web backends (FastAPI/Flask wrappers) and apply pragmatic ML Ops to keep models reliable, measurable, and cost-efficient. I design and ship end-to-end NLP pipelines, optimize training and serving, and drive experimentation with tracking, evaluation, and deployment workflows.…I am a Senior AI/ML Engineer specializing in natural language processing and generative AI, using Python and PyTorch to build end-to-end NLP systems—from data ingestion and labeling to fine-tuning and production-grade inference on AWS. I focus on delivering robust, observable ML solutions with high throughput and reliability. I keep lightweight web backends (FastAPI/Flask wrappers) and apply pragmatic ML Ops to keep models reliable, measurable, and cost-efficient. I design and ship end-to-end NLP pipelines, optimize training and serving, and drive experimentation with tracking, evaluation, and deployment workflows.WWWW…