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Jaykumar Kotiya
Mid-level Machine Learning & AI Engineer specializing in Generative AI, NLP, and MLOps
Boston, MAAI Engineer6 years experienceMid-LevelHealthcare ITTechnologyConsulting
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About
Built and deployed production LLM systems for summarizing sensitive legal and financial documents, emphasizing GDPR-aligned privacy controls and scalable hybrid cloud architecture. Experienced with Kubernetes/Airflow orchestration and rigorous testing/monitoring practices, and has delivered measurable business impact (18% conversion lift) by translating AI outputs for non-technical marketing stakeholders.
Experience
AI EngineerCitiusTech
Artificial Intelligence Research EngineerHexaware Technologies
Machine Learning EngineerEncode Testers
Education
Northeastern Universitymaster, Information Systems (2024)
Gujarat Technological Universitybachelor, Electronics and communications (2018)
Key Strengths
- Led production deployment of LLM-based legal/financial document summarization
- Privacy-first architecture (GDPR-aligned encryption, anonymization, hybrid on-prem/cloud processing)
- Scalability optimization using Apache Spark parallelization, load balancing, and token efficiency
- Hands-on orchestration for AI systems with Kubernetes and Airflow
- Reliability-focused evaluation approach (unit/integration tests, synthetic & edge-case stress tests, monitoring/alerting, A/B testing)
- Strong model/RAG decision framework (fine-tuning vs pretrained; BM25 vs dense vector search; prompt adaptation)
- Delivered AI solution with non-technical stakeholders; improved marketing campaign conversion rate by 18%
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