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职位AMD

Senior Fellow, ML Optimization

AMD

Senior Fellow, ML Optimization

AMD

San Jose

·

On-site

·

Full-time

·

2mo ago

福利待遇

Healthcare

Remote Work

Learning

必备技能

Python

TensorFlow

Airflow

WHAT YOU DO AT AMD CHANGES EVERYTHING

At AMD, our mission is to build great products that accelerate next-generation computing experiences—from AI and data centers, to PCs, gaming and embedded systems. Grounded in a culture of innovation and collaboration, we believe real progress comes from bold ideas, human ingenuity and a shared passion to create something extraordinary. When you join AMD, you’ll discover the real differentiator is our culture. We push the limits of innovation to solve the world’s most important challenges—striving for execution excellence, while being direct, humble, collaborative, and inclusive of diverse perspectives. Join us as we shape the future of AI and beyond.  Together, we advance your career.

The ROLE

Senior Fellow role is a company-level technical leadership position, accountable for defining and driving AMD’s strategy, architecture, optimization and tooling to achieve industry-leading ML Workload Performance on AMD GPU. You will partner across hardware architecture, AI frameworks, compilers, runtime, ROCm, developer tools and model to scale performance analysis and optimization.

As Senior Fellow of ML workload performance, you will drive the end-to-end technical performance attainment across the entire software stack focusing on getting the best performance on multiple generations of AMD GPUs with wide range of models including latest state-of-the-art AI models. You will set strategy and roadmap for general optimization, accelerating supporting new models and out of box performance. If you are passion about performance optimization, getting the best out of the HW, and shaping the future of AI acceleration, then this role is for you.

The PERSON

The ideal candidate will have deep knowledge with ML hardware architecture, software optimization, performance modeling, AI frameworks and latest trend in inference and training optimization. Hand-on experience in mapping model architecture to low level software, hardware and understanding the impact of each layer of the stack on model performance. Strong knowledge in latest generative model architecture, especially SoTA models, distributed inference and deployment at scale is crucial.

KEY RESPONSIBILITIES:

  • Set strategy and roadmap for AMD model optimization.
  • Performance tuning, profiling and analysis of large-scale models for LLM, diffusion, multimodal, Rec Sys and generative AI, single node and distributed. In addition to exploring various tradeoffs and design decisions.
  • Participate in hardware-software co-design for future hardware optimization on various ML workloads.
  • Develop and improve framework, tools and infrastructure for performance estimation, modeling and reporting.
  • Communicate and present the results of the performance analysis and modeling to stakeholders, and senior leadership. And provide a concrete recommendation.
  • Cross team collaboration and working across the organization to identify opportunities and develop strategies.

PREFERRED EXPERIENCE:

  • Multiple years of technical experience in performance optimization.
  • Strong technical expertise and experience in performance analysis, projection, and hardware architecture.
  • Deep knowledge and hand-on experience of AI Frameworks such as Py Torch, JAX, vLLM, and SGLang.
  • Strong technical leadership skills, ability to work collaboratively with cross-functional teams.
  • Mentor, coach, and inspire a diverse and talented team of researchers and engineers.
  • Excellent written, verbal, and presentation skills, ability to coordinate internally and externally.

ACADEMIC CREDENTIALS:

  • A PhD or Master plus equivalent experience in computer science, electrical engineer, or a related field.

Benefits offered are described:  AMD benefits at a glance.

AMD does not accept unsolicited resumes from headhunters, recruitment agencies, or fee-based recruitment services. AMD and its subsidiaries are equal opportunity, inclusive employers and will consider all applicants without regard to age, ancestry, color, marital status, medical condition, mental or physical disability, national origin, race, religion, political and/or third-party affiliation, sex, pregnancy, sexual orientation, gender identity, military or veteran status, or any other characteristic protected by law.   We encourage applications from all qualified candidates and will accommodate applicants’ needs under the respective laws throughout all stages of the recruitment and selection process.

AMD may use Artificial Intelligence to help screen, assess or select applicants for this position.  AMD’s “Responsible AI Policy” is available here.

This posting is for an existing vacancy.

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关于AMD

AMD

AMD

Public

Advanced Micro Devices, Inc. (AMD) is an American multinational semiconductor company headquartered in Santa Clara, California.

10,001+

员工数

Santa Clara

总部位置

$240B

企业估值

评价

3.7

10条评价

工作生活平衡

2.8

薪酬

3.2

企业文化

4.1

职业发展

3.4

管理层

3.8

68%

推荐给朋友

优点

Great team culture and spirit

Innovative projects and cutting-edge technology

Supportive management and leadership

缺点

High workload and overwhelming work demands

Work-life balance challenges

High pressure and stressful deadlines

薪资范围

6个数据点

L2

L3

L4

L5

L6

L2 · Data Analyst L2

0份报告

$76,430

年薪总额

基本工资

$30,572

股票

$38,215

奖金

$7,643

$53,501

$99,359

面试经验

2次面试

难度

3.0

/ 5

时长

14-28周

录用率

50%

面试流程

1

Application Review

2

Recruiter Screen

3

Hiring Manager Interview

4

Technical Interview

5

Offer

常见问题

Technical Knowledge

Behavioral/STAR

Past Experience

Problem Solving