Research Scientist, ML H/W-SW Codesign

Meta is seeking a Research Scientist to join our Research & Development teams. The ideal candidate will have experience working on AI models, hardware acceleration and software systems related topics. The position will involve taking these skills and applying them to solve for some of the most crucial & exciting problems that exist in Reality Labs. The primary objective will be to develop novel solutions that enable compute and power efficient training and on-device inference of vision and language models for use cases in AR, VR and edge devices. We are hiring in multiple locations. Responsibilities: * Identify and solve multi-discipline ML acceleration problems involving algorithms, network design, hardware architecture and AR/VR use cases. Many of these would be first time solutions in the industry. * Work across hardware and software, to solve deep co-design problems with other Research scientists working in this area. * Codesign and invent novel ML accelerator and system architecture solutions , and facilitate the integration of algorithms and software to utilize these enhancements. * Develop state-of-the art model compression and scalability techniques using Numerics, pruning, distillation etc. * Optimize models on hardware accelerators to achieve the best performance given various real time latency and power constraints. * Influence partners to deliver impact through deep, thorough data-driven analysis. * Define use cases, and develop methodology & benchmarks to evaluate different approaches. * Apply in-depth knowledge of how the ML acceleration interacts with the other systems around it. * Attend conferences/interpret papers and stay updated with latest research advancements in the field of ML acceleration * Patent and/or publish novel outcomes in peer-reviewed conferences and journals.