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Harmeet Singh
Senior AI/ML Engineer specializing in NLP, computer vision, and cloud ML systems
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About
AI/ML engineer with 9+ years of experience building production recommendation and LLM systems end-to-end, from experimentation through deployment, monitoring, and retraining. Stands out for combining strong MLOps discipline with practical GenAI/RAG implementation, including measurable impact such as ~25% higher engagement on an e-commerce recommender and nearly 30% faster knowledge retrieval from internal documents.
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Key Strengths
- 9+ years in AI/ML engineering
- End-to-end ownership of production ML systems
- Built e-commerce recommendation system that increased engagement by ~25%
- Strong MLOps and production monitoring practice
- RAG/LLM system design for dynamic document search
- Balances latency, cost, quality, and safety in production AI systems
- Improved knowledge retrieval efficiency by nearly 30%
- Scalable cloud deployment on AWS, Docker, and Kubernetes
- Data-driven experimentation with A/B testing and online metrics
- Standardized ML service architecture that cut setup time from 1-2 weeks to a few days
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