SAMUEL SEE
@samuelsee
Senior AI/ML Engineer building scalable, production-ready GenAI and LLM/RAG systems that deliver measurable value.
What I'm looking for
I’m a Senior AI/ML Engineer focused on building production AI platforms, cloud-native applications, and scalable machine learning solutions across startup and enterprise environments. I design, deploy, and optimize AI-powered systems—especially GenAI, LLMs, and RAG—while partnering closely with data scientists, engineers, product teams, and stakeholders to turn business needs into reliable technology.
At Replicant, I designed and deployed production AI-powered conversational systems for enterprise-scale voice automation, improving customer interaction efficiency by 37%. I built end-to-end ML pipelines and improved model reliability and operational efficiency by 34%, while optimizing model performance (prompt engineering, inference tuning, caching, and monitoring) to reduce response latency by 28%. I also implemented MLOps best practices—automated deployment, model monitoring, CI/CD, and observability—to keep highly available systems running smoothly.
At Jasper.ai, I developed production Generative AI features using Large Language Models to support thousands of daily content generation requests. I implemented RAG, semantic retrieval, and prompt engineering to reduce hallucinations and improved response relevance by 35%, while optimizing inference and backend infrastructure to lower latency by 31% and increase reliability. I also established automated model evaluation, monitoring, experimentation, and A/B testing workflows to continuously improve production performance.
Earlier, at Jelastic PaaS and Cisco, I built scalable backend services and enterprise data pipelines, including multi-tenant cloud platform capabilities and production-ready datasets for analytics and ML initiatives. I’m passionate about continuous learning and state-of-the-art AI adoption—so my systems stay performant, dependable, and aligned with real-world outcomes.
Experience
Work history, roles, and key accomplishments
Senior Software Engineer, AI/ML
Replicant
Sep 2023 - Present (2 years 11 months)
Designed and deployed production AI-powered conversational systems supporting enterprise-scale voice automation. Built end-to-end ML pipelines and MLOps workflows (deployment, monitoring, CI/CD) and integrated LLM/RAG capabilities via REST APIs and microservices.
Developed production generative AI features using large language models to support high-volume content generation. Implemented RAG and evaluation/monitoring workflows, and optimized inference services to reduce latency and improve reliability.
Software Engineer
Jelastic PaaS
Sep 2017 - May 2022 (4 years 8 months)
Developed scalable backend services for multi-tenant cloud Platform-as-a-Service infrastructure. Engineered distributed systems and data pipelines for provisioning and scaling, and implemented CI/CD and deployment automation across Kubernetes and Docker environments.
Developed scalable ETL and data processing pipelines for enterprise analytics across structured and unstructured datasets. Supported ML initiatives by preparing and maintaining production-ready datasets and implemented automation to reduce manual processing effort.
Education
Degrees, certifications, and relevant coursework
Purdue University
Bachelor of Science in Computer Science, Computer Science
2012 - 2016
Earned a Bachelor of Science in Computer Science at Purdue University from 2012 to 2016.
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
Skills
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