refresh

트렌딩 기업

트렌딩 기업

채용

채용Qualcomm

Cloud Machine Learning LLM Serving Staff engineer

Qualcomm

Cloud Machine Learning LLM Serving Staff engineer

Qualcomm

Bangalore, Karnataka, India

·

On-site

·

Full-time

·

6mo ago

필수 스킬

Python

PyTorch

TensorFlow

Machine Learning

Company:

Qualcomm India Private Limited:

Job Area:

Engineering Group, Engineering Group > Software Engineering

General Summary:

The Qualcomm Cloud Computing team is developing hardware and software for Machine Learning solutions spanning the data center, edge, infrastructure, automotive market. We are seeking ambitious, bright, and innovative engineers with experience in machine learning framework development. Job activities span the whole product life cycle from early design to commercial deployment. The environment is fast-paced and requires cross-functional interaction daily so good communication, planning and execution skills are a must.

Key Responsibilities

  • Analyze software requirements, determine the feasibility of design within the given constraints, consult with architecture and HW engineers, and implement software solutions best suited for Qualcomm's SOCs.
  • Analyze and identify system level issues, interface with the software development, integration, and test teams
  • Lead high performing teams towards system design and deliverables.
  • Proven track record of leading teams in Machine learning software engineering.
  • Strong foundation of Mathematical modeling of problems and linear algebra, coupled with state of the art algorithms in ML/AI space.
  • Improve and optimize key Deep Learning models on Qualcomm AI 100.
  • Build deep learning framework extensions for Qualcomm AI 100 in upstream open-source repositories.
  • Collaborate and interact with internal teams to analyze and optimize training and inference for deep learning.
  • Build software tools and ecosystem around AI SW Stack.
  • Work on vLLM, Triton, Execu Torch, Inductor, Torch Dynamo to build abstraction layers for inference accelerator.
  • Optimize workloads for both scale-up (multi-SoC) and scale-out (multi-card) systems.
  • Optimize the entire deep learning pipeline including graph compiler integration.
  • Apply knowledge of software engineering best practices.

Desirable Skills and Aptitudes

  • Deep Learning experience or knowledge – LLMs, Natural Language Processing, Vision, Audio, Recommendation systems.
  • Knowledge of the structure and function of different components of Pytorch, Tensor Flow software stacks.
  • Excellent C/C++/Python programming and software design skills, including debugging, performance analysis, and test design.
  • Ability to work independently, define requirements and scope, and lead your own development effort.
  • Well versed with open-source development practices.
  • Strong developer with a research mindset – strives to innovate.
  • Avid problem solver – should be able to find solutions to key engineering and domain problems.
  • Knowledge of tiling and scheduling a Machine learning operator is a plus.
  • Experience in using C++ 14 (advanced features)
  • Experience of profiling software and optimization techniques
  • Hands on experience writing SIMD and/or multi-threaded high-performance code is a plus.
  • Experience of ML compiler, Auto-code generation (using MLIR) is a plus.
  • Experiences to run workloads on large scale heterogeneous clusters is a plus.
  • Hands-on experience with CUDA, CUDNN is a plus.

Qualifications:

  • Bachelor's / Masters/ PHD degree in Engineering, Machine learning/ AI, Information Systems, Computer Science, or related field.
  • 8+ years Software Engineering or related work experience.
  • 8+ years’ experience with Programming Language such as C++, Python.

Minimum Qualifications:

  • Bachelor's degree in Engineering, Information Systems, Computer Science, or related field and 4+ years of Software Engineering or related work experience. OR
    Master's degree in Engineering, Information Systems, Computer Science, or related field and 3+ years of Software Engineering or related work experience.
    OR
    PhD in Engineering, Information Systems, Computer Science, or related field and 2+ years of Software Engineering or related work experience.

  • 2+ years of work experience with Programming Language such as C, C++, Java, Python, etc.

Applicants: Qualcomm is an equal opportunity employer. If you are an individual with a disability and need an accommodation during the application/hiring process, rest assured that Qualcomm is committed to providing an accessible process. You may e-mail disability-accomodations@qualcomm.com or call Qualcomm's toll-free number found here. Upon request, Qualcomm will provide reasonable accommodations to support individuals with disabilities to be able participate in the hiring process. Qualcomm is also committed to making our workplace accessible for individuals with disabilities. (Keep in mind that this email address is used to provide reasonable accommodations for individuals with disabilities. We will not respond here to requests for updates on applications or resume inquiries).

Qualcomm expects its employees to abide by all applicable policies and procedures, including but not limited to security and other requirements regarding protection of Company confidential information and other confidential and/or proprietary information, to the extent those requirements are permissible under applicable law.

To all Staffing and Recruiting Agencies: Our Careers Site is only for individuals seeking a job at Qualcomm. Staffing and recruiting agencies and individuals being represented by an agency are not authorized to use this site or to submit profiles, applications or resumes, and any such submissions will be considered unsolicited. Qualcomm does not accept unsolicited resumes or applications from agencies. Please do not forward resumes to our jobs alias, Qualcomm employees or any other company location. Qualcomm is not responsible for any fees related to unsolicited resumes/applications.

If you would like more information about this role, please contact Qualcomm Careers.

총 조회수

0

총 지원 클릭 수

0

모의 지원자 수

0

스크랩

0

Qualcomm 소개

Qualcomm

Qualcomm

Public

Inventing the technologies the world loves.

10,001+

직원 수

San Diego

본사 위치

$136B

기업 가치

리뷰

3.7

10개 리뷰

워라밸

2.8

보상

3.5

문화

3.2

커리어

4.0

경영진

2.5

65%

친구에게 추천

장점

Good benefits and compensation

Great working atmosphere and colleagues

Challenging and interesting projects

단점

Poor work-life balance

Toxic culture and leadership issues

Increasing pressure and micromanagement

연봉 정보

21개 데이터

Junior/L3

Junior/L3 · Data Scientist

0개 리포트

$196,000

총 연봉

기본급

$150,000

주식

$33,000

보너스

$13,000

$166,600

$225,400

면접 경험

9개 면접

난이도

2.6

/ 5

소요 기간

14-28주

면접 과정

1

Application Review

2

Recruiter Screen

3

Technical Phone Screen

4

Onsite/Virtual Interviews

5

Team Matching

6

Offer

자주 나오는 질문

Coding/Algorithm

Technical Knowledge

System Design

Behavioral/STAR

Past Experience