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Machine Learning Architect C2C jobs Mountain View, CA

Location : Mountain View, CA
Duration : 12 Months

Project description:
Responsibilities:
  • Compiler Architecture & Design
  • Design and develop a robust compiler architecture that effectively interacts with our NPU
  • Implement advanced graph optimizations that incorporate both hardware agnostic and hardware specific enhancements
  • Develop and optimize algorithms for tiling and memory management to efficiently utilize the NPU's resources
  • Create sophisticated optimization passes for neural network inference and training workloads
  • Code Generation & Hardware Integration
  • Map high-level operations to optimized library macros and convert them into hardware-level instructions
  • Generate and manage DMA commands to facilitate data movement and operation within the hardware ecosystem
  • Collaborate with hardware engineers and system architects to ensure seamless integration and maximal performance of the NPU
  • Implement efficient scheduling and resource allocation algorithms for concurrent AI workload execution
  • Innovation & Technology Leadership
  • Stay updated with the latest trends and advancements in compiler technology and machine learning to continuously improve the compiler design
  • Lead research initiatives in advanced compilation techniques for AI accelerators
  • Drive adoption of cutting-edge optimization strategies and compilation methodologies
  • Mentor engineering teams on compiler design principles and best practices

Skills Must have
General Skills:
  • Expert communicator across cultural and team boundaries
  • Expertise in motivating teams and fostering a collaborative and productive environment
  • Background in managing multiple and competing stakeholder interests; establishing trust, clear roles and responsibilities, and goodwill between partner engineering organizations
  • Experience managing cross-functional and/or cross-team projects
  • Technical leadership experience with ability to mentor engineering teams
  • Strategic thinking capabilities with focus on long-term architectural decisions
  • Collaborate and work with multiple teams across geographies and time zones
Required Specialized Skills:


Nice to have
Desired Skills:
  • Prior experience with NPU hardware
  • Knowledge of automotive industry standards and functional safety requirements
  • Experience with neural network quantization and optimization techniques
  • Background in high-performance computing and parallel processing architectures
  • Publications or contributions to open-source compiler projects
  • Experience with GenAI tools for accelerated engineering workflows and AI-assisted development practices
  • Enthusiasm for adopting innovative AI-augmented development practices and continuous learning in rapidly evolving GenAI technologies.

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