Tech Lead, Head of Supercomputing & Training Infra

Company: Twelve Labs Inc.
Location: San Francisco
Posted on: November 2, 2024

Job Description:

Who we areAt Twelve Labs, we are pioneering the development of cutting-edge multimodal foundation models that have the ability to comprehend videos just like humans do. Our models have redefined the standards in video-language modeling, empowering us with more intuitive and far-reaching capabilities, and fundamentally transforming the way we interact with and analyze various forms of media.With a remarkable $77 million in Seed and Series A funding, our company is backed by top-tier venture capital firms such as NVIDIA's NVentures, NEA, Radical Ventures, and Index Ventures, and prominent AI visionaries and founders such as Fei-Fei Li, Silvio Savarese, Alexandr Wang and more. Headquartered in San Francisco, with an influential APAC presence in Seoul, our global footprint underscores our commitment to driving worldwide innovation.We are a global company that values the uniqueness of each person's journey. It is the differences in our cultural, educational, and life experiences that allow us to constantly challenge the status quo. We are looking for individuals who are motivated by our mission and eager to make an impact as we push the bounds of technology to transform the world. Join us as we revolutionize video understanding and multimodal AI.About the roleAs Machine Learning Engineer, Distributed Training Infrastructure, you will be responsible for ensuring that compute performance and ease-of-use never delay our research timeline. You will own strategy and implementation for all compute & training infrastructure optimization, observability, scaling, and orchestration. You will collaborate closely with other engineers and scientists to define and implement your chosen roadmap. This role is a perfect fit for research minded compute specialists who want to build SOTA video, vision, and video-language modeling systems!In this role, you will:

• Own our compute strategy e2e
• Partner with researchers to understand our future research roadmap and to identify scaling limitations which will most imminently block us from achieving our goals
• Be a hands on leader who is excited to debug perplexing node failures at odd hours
• Mentor junior engineers/researchers, and hold a high bar around code quality / engineering best practices
• Work across teams to understand and manage project priorities and product deliverables, evaluate trade-offs, and drive technical initiatives from ideation to execution to shipmentYou may be a good fit if you have:
  • 7+ years of industry experience
  • Owned large scale distributed training efforts across thousands of accelerators
  • Experience with a panoply of HPC related tools and have developed strong opinions about how we should build our stack
  • A passion for solving the most pressing technical challenges, as opposed to the most intellectually satisfying ones
  • Strong Python and infrastructure-as-code expertise
  • Excellent communication skills in written and spoken EnglishInterview and Onboarding Process:1) Recruiter Phone Screen2) Initial Technical Assessment3) Final round technical assessment & culture interview4) Reference ChecksWe're also excited to share that we'll do global onboarding in Seoul for all new hires (paid company travel!).Even if there are a few checkboxes that aren't ticked through your prior experience, we still encourage you to apply! If you are a 0-to-1 achiever, a ferocious learner, and a kind and fun team player who motivates others, you will find a home at Twelve Labs. We welcome applicants from all walks of life and are committed to equal-opportunity employment. We cherish and celebrate diversity not just because it is the right thing to do, but because it makes our company much stronger.Benefits and Perks An open and inclusive culture and work environment. Work closely with a collaborative, mission-driven team on cutting-edge AI technology. Full health, dental, and vision benefits--- Extremely flexible PTO and parental leave policy. Office closed the week of Christmas and New Years. Remote-flexible, offices in San Francisco and Seoul and coworking stipend VISA support (such as H1B and OPT transfer for US employees)
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Keywords: Twelve Labs Inc., Manteca , Tech Lead, Head of Supercomputing & Training Infra, Other , San Francisco, California