Software Engineer, Infrastructure
Singapore
Meta
Giving people the power to build community and bring the world closer together
The MRS ML Infra team is focusing on ML Infra performance and efficiency for both large scale AI training and inference workflows in the recommendation domain.
In this role, you will work on optimizing the e2e stack for model training and inference for large scale recommendation models, with opportunities coming from the domains of distributed systems, model/system co-design, GPU optimizations, and more.
While the core of day-to-day work and key responsibility will be to identify and lead the execution for short/mid term opportunities for efficiency optimization, you will also drive long term strategies and shape team direction on things like model/system co-design, performance automation, regression detection and mitigation, etc.Software Engineer, Infrastructure Responsibilities
Equal Employment Opportunity Meta is proud to be an Equal Employment Opportunity employer. We do not discriminate based upon race, religion, color, national origin, sex (including pregnancy, childbirth, reproductive health decisions, or related medical conditions), sexual orientation, gender identity, gender expression, age, status as a protected veteran, status as an individual with a disability, genetic information, political views or activity, or other applicable legally protected characteristics. You may view our Equal Employment Opportunity notice here.
Meta is committed to providing reasonable accommodations for qualified individuals with disabilities and disabled veterans in our job application procedures. If you need assistance or an accommodation due to a disability, fill out the Accommodations request form.
In this role, you will work on optimizing the e2e stack for model training and inference for large scale recommendation models, with opportunities coming from the domains of distributed systems, model/system co-design, GPU optimizations, and more.
While the core of day-to-day work and key responsibility will be to identify and lead the execution for short/mid term opportunities for efficiency optimization, you will also drive long term strategies and shape team direction on things like model/system co-design, performance automation, regression detection and mitigation, etc.Software Engineer, Infrastructure Responsibilities
- Identify performance opportunities and bottlenecks across a wide range of MRS models, infrastructure and systems
- Implement changes to capture efficiency improvements
- Guide other engineers both inside and outside the team to execute on efficiency and performance opportunities, issues and bottlenecks
- Drive cross-functional collaborations and alignments with multiple partner or product ML teams
- Define technical direction(s), strategy and roadmap for the team
- Provide mentorship and guidance to grow other teammates
- 6+ years of programming experience in a relevant coding languages
- 6+ years relevant experience building large-scale infrastructure applications or similar experience
- Experience designing, analyzing and improving efficiency, scalability, and stability of various system resources
- Experience owning a particular component, feature or system
- Experience with scripting languages such as Python, Javascript or Hack
- Experience building and shipping high quality work and achieving high reliability
- Track record of setting technical direction for a team, driving consensus and successful cross-functional partnerships
- Experience improving quality through thoughtful code reviews, appropriate testing, proper rollout, monitoring, and proactive changes
- Bachelor's degree in Computer Science, Computer Engineering, relevant technical field, or equivalent practical experience
- Exposure to architectural patterns of large scale software applications
- Experience in programming languages such as C, C++, Java
- Hands-on experience with large-scale AI infra systems (for example, GPU training clusters)
- Experience in training and/or inference solutions for large models (e.g. recommendation models or LLMs)
- Experience in high performance computing including communication optimization, CUDA kernel optimization, distributed training and inference, etc
Equal Employment Opportunity Meta is proud to be an Equal Employment Opportunity employer. We do not discriminate based upon race, religion, color, national origin, sex (including pregnancy, childbirth, reproductive health decisions, or related medical conditions), sexual orientation, gender identity, gender expression, age, status as a protected veteran, status as an individual with a disability, genetic information, political views or activity, or other applicable legally protected characteristics. You may view our Equal Employment Opportunity notice here.
Meta is committed to providing reasonable accommodations for qualified individuals with disabilities and disabled veterans in our job application procedures. If you need assistance or an accommodation due to a disability, fill out the Accommodations request form.
* Salary range is an estimate based on our AI, ML, Data Science Salary Index 💰
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Category:
Engineering Jobs
Tags: Computer Science CUDA Distributed Systems Engineering GPU HPC Java JavaScript LLMs Machine Learning Model training Physics Python Testing VR
Perks/benefits: Career development
Region:
Asia/Pacific
Country:
Singapore
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