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Micron
Micron

Leading company in the technology industry

Staff Data Scientist-Silicon Design

직무데이터 사이언스
경력Staff+
위치Hyderabad - Phoenix Aquila, India
근무오피스 출근
고용정규직
게시1주 전
지원하기

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.

We are seeking a Staff Data Scientist to build and deploy state‑of‑the‑art data products including predictive analytics, prescriptive optimization, decision support, and automated decision systems using large‑scale data from silicon design, verification and physical layout

This role requires deep expertise in machine learning, statistical modelling, and optimization, with strong exposure to semiconductor design flows and modern AI techniques such as Large Language Models (LLMs), Graph Neural Networks (GNNs), and Reinforcement Learning (RL). You will operate at the intersection of data science, EDA, and manufacturing systems, driving high‑impact innovation across Micron’s technology development and fab operations.

Key Responsibilities

  • Apply advanced techniques from machine learning, statistics, optimization, semiconductor physics, materials science, and computer science to extract insights and build robust models from complex semiconductor data.

  • Build and develop solutions powered by machine learning for silicon compose, verification, physical layout, yield learning, defect analysis, and manufacturing optimization.

  • Leverage LLMs for semiconductor specific use cases such as EDA, design knowledge extraction, requirement analysis, failure triage, and decision automation.

  • Build Graph‑based models (GNNs) to represent and analyse netlists, layout graphs, dependency graphs, and process flows.

  • Develop and apply optimization algorithms, including reinforcement learning, for design space exploration, tool parameter tuning, scheduling, and process optimization.

  • Independently architect and implement scalable data pipelines, feature engineering frameworks, and ML systems that operate on terabyte‑ and petabyte‑scale datasets.

  • Integrate data from EDA tools, design databases and other verification systems

  • Partner closely with Design Engineering, Verification, Layout, CAD and software teams to deliver production‑grade data products.

  • Mentor and technically guide senior and less experienced Data Scientists, setting approaches for modelling, experimentation, and software quality.

  • Drive innovation, exploratory research, and new solution development, translating ideas into deployable systems with measurable business impact.

Required Qualifications

  • Strong passion for building a career in data science applied to semiconductor design and manufacturing.

  • Experience in Semiconductor industry with focus on Silicon Design and CAD/EDA tools is highly desirable.

  • 8+ years of hands‑on experience in data science, machine learning, and advanced analytics.

  • Deep experience with:

  • Mathematical modelling and Statistical inference

  • Feature extraction and representation learning

  • Supervised, unsupervised, and semi‑supervised learning

  • Demonstrated experience applying optimization techniques, including reinforcement learning, to real‑world engineering or manufacturing problems.

  • Strong programming skills in Python (and/or R) with production‑quality coding standards.

  • Experience working with large‑scale data systems and advanced databases, including SQL and distributed data platforms.

  • Proven ability to design, build, and deploy end‑to‑end ML solutions in collaboration with cross‑functional engineering teams.

  • Strong software engineering fundamentals and experience building maintainable, scalable systems.

  • Hands‑on experience with LLMs (fine‑tuning, retrieval‑augmented generation, domain adaptation).

  • Experience with Graph Neural Networks applied to structured engineering data (e.g., netlists, layouts, dependency graphs).

Education

  • Bachelor’s degree or equivalent experience in Mathematics, Computer Science, Data Science, Electrical/Electronics Engineering, Chemical Engineering, or Physics.

  • Master’s or Ph.D. with specialization in Data Analytics, Computer Science, Statistics, Mathematics, or Physics preferred.

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 hrsupport_india@micron.com

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.

AI alert**:** Candidates are encouraged to use AI tools to enhance their resume and/or application materials. However, all information provided must be accurate and reflect the candidate's true skills and experiences. Misuse of AI to fabricate or misrepresent qualifications will result in immediate disqualification.

Fraud alert: Micron advises job seekers to be cautious of unsolicited job offers and to verify the authenticity of any communication claiming to be from Micron by checking the official Micron careers website in the About Micron Technology, Inc.

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Micron 소개

Micron

Micron

Public

Micron Technology is a global leader in memory and storage solutions, manufacturing DRAM, NAND flash memory, and solid-state drives for computing, mobile, automotive, and data center applications.

10,001+

직원 수

Boise

본사 위치

$100B

기업 가치

리뷰

10개 리뷰

3.6

10개 리뷰

워라밸

2.8

보상

3.5

문화

4.1

커리어

2.7

경영진

3.0

65%

지인 추천률

장점

Supportive management and great team culture

Excellent health benefits and compensation

Cutting-edge technology and interesting projects

단점

Long hours and heavy workload

High pressure environment leading to burnout

Limited career advancement opportunities

연봉 정보

37개 데이터

Junior/L3

Mid/L4

Senior/L5

Junior/L3 · Data Science Engineer

1개 리포트

$143,960

총 연봉

기본급

$110,739

주식

-

보너스

-

$143,960

$143,960

면접 후기

후기 4개

난이도

2.8

/ 5

소요 기간

14-28주

합격률

25%

경험

긍정 25%

보통 25%

부정 50%

면접 과정

1

Application Review

2

Recruiter/Phone Screen

3

Technical Interview

4

Final Round Interview

5

Offer

자주 나오는 질문

Coding/Algorithm

Technical Knowledge

Behavioral/STAR

Past Experience