Machine Learning Engineer with 5+ years building production ML systems specializing in generative AI, deep learning, and computer vision. Experienced architecting end-to-end ML pipelines, deploying GPU-optimized models, and implementing scalable solutions across recommendation systems, NLP, and multi-modal AI.
Professional experience includes developing large-scale semantic similarity pipelines using LLM embeddings and PyTorch, building natural language search with RAG, migrating legacy Java services to Python/Django, and containerizing with Docker/Kubernetes. Also delivered AI-driven automation and deep learning projects for classification and NLP-to-SQL, with measurable improvements in relevance, performance, and operational efficiency.
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