MTS - Machine Learning

Micron Technology, Inc; Singapore; On-site; SGD 180,000 - 240,000; Full time

Benefits offered by this job

Medical, dental and vision plans

Paid time off

Paid holidays

Job summary

Micron Technology, Inc. in Singapore seeks a Machine Learning Engineer (MTS) to advance AI/ML for manufacturing. You will train and fine-tune large models, design autonomous AI Agents, and deploy scalable GenAI solutions in a multi-GPU, cloud/on‑prem environment.

You will collaborate with Data Scientists and Data Engineers, leveraging LangChain, PyTorch, and modern MLOps to deliver value from manufacturing data and processes.

Qualifications

• Deep understanding of GPU architecture and memory hierarchy.
• Experience with distributed data parallel and model parallelism techniques.
• Proficiency with large language models and PEFT (LoRA, QLoRA).
• Experience with GenAI apps and AI Agents using LangChain, LangGraph, LlamaIndex, AutoGen.
• Proficiency in prompt engineering, function calling, and CoT reasoning.

Responsibilities

• Architect and execute large-scale model training and fine-tuning on multi-node, multi-GPU clusters.
• Optimize training throughput and memory efficiency with distributed strategies and mixed precision.
• Design autonomous AI Agents for multi-step reasoning and tool execution in manufacturing workflows.
• Implement Agentic frameworks to orchestrate LLMs with internal APIs and data tools.
• Profile GPU performance bottlenecks and maximize hardware utilization.

Skills

GPU architecture understanding

Distributed training

Python programming

CI/CD

PyTorch

LlamaIndex / LangChain

LangGraph / AutoGen

NVIDIA tooling (Nsight)

Big data / ETL

English communication

Education

Technical degree in CS or Statistics

Tools

PyTorch

TensorRT-LM

DeepSpeed

Megatron-LM

LangChain

LangGraph

Job description

Our vision is to transform how the world uses information to enrich life for all.

Micron Technology is a world leader in innovating memory and storage solutions that accelerate the transformation of information into intelligence, inspiring the world to learn, communicate and advance faster than ever.

Machine Learning Engineer (Member of Technical Staff | MTS)

The Smart Manufacturing and AI team at Micron Technology is looking for an ambitious Machine Learning Engineer (Member of Technical Staff | MTS).

Our mission is to deliver industry‑winning machine learning, custom GenAI, and Agentic AI solutions to power Micron’s dominance in the highly competitive memory solutions market. Qualified applicants will have experience in a variety of data and cloud technologies and have extensive practice modeling data, querying, and deploying scalable data pipelines to execute machine learning models and AI agents. You will collaborate with Data Scientists, Data Engineers, and expert users to build and deploy scalable AI/ML solutions that drive value and insight from Micron’s manufacturing processes and systems.

Responsibilities

• Architect and execute large-scale custom model training and fine‑tuning jobs (SFT, RLHF) on multi‑node, multi‑GPU clusters.
• Optimize training throughput and memory efficiency using distributed training strategies (FSDP, DeepSpeed, Megatron‑LM) and mixed‑precision techniques (FP16/BF16).
• Design and develop autonomous AI Agents capable of multi‑step reasoning, planning, and tool execution to automate complex manufacturing workflows.
• Implement Agentic frameworks (e.g., LangChain, LangGraph, CrewAI) to orchestrate LLM interactions with internal APIs, databases, and software tools.
• Profile and debug GPU performance bottlenecks using tools like Nsight Systems or PyTorch Profiler to maximize hardware utilization.
• Build and maintain data/solution pipelines that feed machine learning models and GenAI applications.
• Design and optimize data structures in data management systems (Snowflake, and Google Cloud platforms) to enable AI/ML and Agentic solutions.
• Create/Maintain CI/CD pipelines of machine learning and AI Agent solutions in the cloud.

Education Qualifications

• Technical Degree required. Computer Science or Statistics background highly desired.

Minimum Qualifications

• Deep understanding of GPU architecture (memory hierarchy, tensor cores, interconnects like NVLink) and experience managing GPU resources in both cloud environments and on‑prem.
• Hands‑on experience with Distributed Data Parallel (DDP), Fully Sharded Data Parallel (FSDP), and model parallelism techniques.
• Proficiency in fine‑tuning Large Language Models using PEFT techniques (LoRA, QLoRA) and optimizing inference engines (vLLM, TensorRT‑LLM).
• Experience developing GenAI applications and AI Agents using frameworks like LangChain, LangGraph, LlamaIndex, or AutoGen.
• Proficiency with Large Language Models (LLMs), including prompt engineering, function calling/tool use, and Chain‑of‑Thought (CoT) reasoning.
• Experience in building and executing end‑to‑end ML systems automating training, testing and deploying Machine Learning models.
• Familiarity with machine learning frameworks (PyTorch is required, TensorFlow, scikit‑learn, etc.).
• Software development skills and the desire to work on cutting edge development in a Cloud environment.
• Strong scripting and programming skills in one of the following, Python or Java (Python preferred).
• Experience with continuous integration/continuous delivery (CI/CD) tools (Jenkins, Git, Docker, Kubernetes).
• 10+ years building scalable ETL pipelines.
• 10+ years of experience with big data processing and/or developing applications and data sources.
• Outstanding analytical thinking, interpersonal, oral and written communication skills.
• Ability to prioritize and meet critical project timelines in a fast‑paced environment.

Preferred

• Experience with HPC job schedulers (e.g., Slurm) or orchestrating GPU workloads on Kubernetes (Ray, KubeFlow).
• Knowledge of lower‑level optimization (CUDA programming, Triton kernels, or custom C++ extensions for PyTorch).
• Experience with Multi‑Agent Systems and orchestrating collaboration between specialized agents.
• Deep knowledge of math, probability, statistics and algorithms.
• Demonstrated ability to study and transform data science prototypes into production solutions.
• Knowledge of computer vision and/or signal processing including techniques for classification and feature extraction.

About Micron Technology, Inc.

We are an industry leader in innovative memory and storage solutions transforming how the world uses information to enrich life for all. With a relentless focus on our customers, technology leadership, and manufacturing and operational excellence, Micron delivers a rich portfolio of high‑performance DRAM, NAND, and NOR memory and storage products through our Micron® and Crucial® brands. Every day, the innovations that our people create fuel the data economy, enabling advances in artificial intelligence and 5G applications that unleash opportunities - from the data center to the intelligent edge and across the client and mobile user experience.

To learn more, please visit micron.com/careers

All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, veteran or disability status.

To request assistance with the application process and/or for reasonable accommodations, please contact [e-mail]

Micron Prohibits the use of child labor and complies with all applicable laws, rules, regulations, and other international and industry labor standards.

Micron does not charge candidates any recruitment fees or unlawfully collect any other payment from candidates as consideration for their employment with Micron.

Micron Foundation

Strong communities and education are vital to the success of both society and innovative companies. Every Micron site understands the complex needs of their local community. Whether it’s through strategic giving, sponsorships or deploying team member volunteers, we are making a difference.

Sustainability

Micron is committed to sustainable practices and supporting our global community. We are building and maintaining sustainable operations, products, and communities while focusing on opportunities and risks that are most important to our business success and stakeholders.

Job Profile(s)

Machine Learning Engineering MTS

Relocation level: (TBD)

Benefits

Micron benefits are designed to help you stay well, provide peace of mind and help you prepare for the future. We offer a choice of medical, dental and vision plans in all locations enabling team members to select the plans that best meet their family healthcare needs and budget. Micron also provides benefit programs that help protect your income if you are unable to work due to illness or injury, and paid family leave. Additionally, Micron benefits include a robust paid time‑off program and paid holidays.

For additional information regarding the Benefit programs available, please see the Benefits Guide posted on Benefits | Micron Technology, Inc.

Micron is proud to be an equal opportunity workplace and is an affirmative action employer. All qualified applicants will receive consideration for employment without regard to race, color, religion, sex, sexual orientation, age, national origin, disability, protected veteran status, gender identity or any other factor protected by applicable federal, state, or local laws.