Micron Technology

Senior Data Scientist

Micron Technology
Integrated Device ManufacturingSingapore, SingaporeFull-time1 months ago

About the role

AI summarised

Senior Data Scientist role at Micron Technology, a semiconductor company, focusing on applying AI/ML and generative AI to production planning optimization, developing agentic AI systems, and implementing RAG-LLM solutions. The role involves mentoring junior data scientists and requires strong technical skills in Python, LLMs, and cloud technologies.

IDMFull-timeSmart MFG/AI

Key Responsibilities

  • Production Planning Optimization: Collaborate with domain experts to translate complex production planning problems (e.g., resource allocation, capacity planning) into AI/ML and Agentic solutions.
  • Agentic AI Development: Design and implement multi-agent systems for Assembly and Test Planning and Operation. Build agent orchestration frameworks that coordinate multiple specialized agents (planning, scheduling, resource allocation, quality control). Implement tool-using capabilities, function calling, and agent memory systems. Implement comprehensive monitoring, logging and observability for agentic systems.
  • RAG-LLM Development: Identify potential data sources for RAG implementation. Develop advanced retrieval strategies including hybrid search, re-ranking, and contextual compression.
  • Productionalization & Engineering: Develop and maintain comprehensive unit tests for all code components. Implement guardrails, hallucination detection, and output validation. Optimize system performance, latency, token and cost efficiency.
  • Mentorship: Guide and mentor junior data scientists, driving best practices in code quality, system architecture and applied AI research.

Requirements

  • Master's or Ph.D. in Computer Science, Data Science, Operations Research, Mathematics, or a related highly quantitative field.
  • 5+ years of industry experience in Data Science.
  • Proven track record in data science methodologies, machine learning, and statistical modeling, with hands-on experience in Generative AI/LLM projects.
  • Proficiency in Python, with strong knowledge of LLM, Agents, Machine Learning and Statistical Techniques.
  • Familiarity with building streamlit, dashboards, and API.
  • Project experience in AGILE, Software Development Lifecycle, JIRA, Change management, Release management and Configuration Management.
  • Technologies: Google Cloud Platform, Git, Bitbucket. Data visualization tools (Streamlit, Tableau, Power BI, etc.) Docker, Containerization, Kubernetes.
  • Excellent communication skills (written and verbal) and stakeholder management.
  • Ability to work multi-functionally with peers, senior and mid-level management.
  • Strong problem solving skills with structured and logic approaches.
  • Highly organized and adaptable to changing business needs.
  • At least 2 years focused on Generative AI, or LLM applications. Prior experience in building agentic system is highly desirable.
  • Knowledge of semiconductor manufacturing and planning processes and systems (e.g., MES, SAP), with experience in resource optimization or line management considered an advantage.