- Collaborate with multiple ML teams across vision, LLM and speech to architect ML application code that reduces technical debt and time to delivery.
- Develop and maintain data utilities for various text, image, speech data and ensure flexibility to new data.
- Automate verification and testing of ML models on RDU.
- Architect, develop and maintain evaluation benchmark infrastructure for ML models across modalities.
- Coordinate ML release process with compiler, runtime and other complementary software team releases to ensure smooth production delivery.
- Set software standards (testing, code structure, gotchas, error handling, oncall) for ML teams working with complementary software teams; lead by example and codify these into code and documentation.
- 10+ years experience contributing to large codebases and architecting software infrastructure
- 10+ years experience as tech lead unblocking engineers by diving into code
- Strong and principled software and code review practices
- 5+ years experience with open-source ML Frameworks, e.g., PyTorch, Tensorflow
- 2+ years experience building engineering tools to enable iterative ML Research and Development
- Familiarity with design decisions behind common developer tools in the community (e.g. HuggingFace, FastAI, Pytorch Lightning, Mosaic ML
- Experience developing, training and large scale ML models (LLMs, LVMs, CV, etc) is preferred.
- Proven track record of managing complex projects across different teams/orgs.
- Proven success in hiring, onboarding, performance management, goal setting and related processes for the team.
- B.S, M.S. or PhD in Computer Science or a related field
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Software Architect, ML - Palo Alto, CA, United States - SambaNova Systems
Description
The era of pervasive AI has arrived. In this era, organizations will use generative AI to unlock hidden value in their data, accelerate processes, reduce costs, drive efficiency and innovation to fundamentally transform their businesses and operations at scale.
SambaNova Suite is the first full-stack, generative AI platform, from chip to model, optimized for enterprise and government organizations. Powered by the intelligent SN40L chip, the SambaNova Suite is a fully integrated platform, delivered on-premises or in the cloud, combined with state-of-the-art open-source models that can be easily and securely fine-tuned using customer data for greater accuracy. Once adapted with customer data, customers retain model ownership in perpetuity, so they can turn generative AI into one of their most valuable assets. SambaNova is looking for a highly motivated and experienced Software Architect to guide the development of our ML developer workflow. As an AI hardware provider focused on speed and efficiency of models, it is critical to also translate the machine speed and efficiency to the ML developer workflow. Enabling this is a combination of building improved ML Application architecture, Integration with popular tools, smooth integration with compiler and runtime stacks and even optimizing kernels for multiple. North Star: Reduce the time it takes to develop new ML Models on RDU Roles And Responsibilities