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Sai Dev

Mid-level AI/ML Engineer specializing in MLOps, computer vision, and NLP

Lucid MotorsCleveland State UniversityNewark, CA4 Years ExperienceMid LevelWorks On-Site

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About

GenAI/ML engineer from Lucid Motors who built and productionized an LLM-powered RAG diagnostic assistant for manufacturing and maintenance teams, deployed on AWS with Docker/Kubernetes and MLflow. Demonstrates end-to-end ownership from retrieval/prompt design to scalability, monitoring, and workflow integration via APIs, plus production ML pipeline orchestration with Kubeflow (Spark/Kafka + TensorFlow) for predictive maintenance use cases.

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Key Strengths

  • Built and deployed a production RAG-based LLM diagnostic assistant for manufacturing/maintenance engineers
  • Reduced hallucinations via improved chunking/embeddings, retrieval thresholds, and strict grounded prompting with 'information not found' behavior
  • Designed scalable GenAI service with Docker + Kubernetes horizontal scaling and independently scalable retrieval/inference layers
  • Integrated AI into existing engineering workflows via backend service + API integration (FastAPI/Rust) to drive adoption
  • Production ML orchestration experience using Kubeflow pipelines with containerized steps (Spark/Kafka preprocessing, TensorFlow training, evaluation gates)
  • Strong production reliability practices: logging, p95 latency/throughput monitoring, error tracking, user feedback loops, and A/B testing

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Experience

AI/ML EngineerLucid Motors · Mar 2024 – Present
Data ScientistCognizant · Jun 2021 – Jul 2023

Education

Cleveland State Universitymaster, Computer Science and Engineering
Amrita Vishwa Vidyapeethambachelor, Computer Science and Engineering

Skills

PythonC++RSQLScalaTensorFlowPyTorchScikit-learnKerasXGBoostLightGBMHugging Face TransformersRecurrent Neural Networks (RNN)TransformersBERT

Languages

English

Certifications

AWS AI PractitionerMachine Learning (Coursera)Data Mining (CSU)

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Sai DevMid-level AI/ML Engineer specializing in MLOps, computer vision, and NLP