IP Validation Engineer - Machine Learning Accelerators
Meta PlatformsJob Title
IP Validation Engineer - Machine Learning Accelerators
Role Summary
Join the Reality Labs Silicon team to develop and execute hardware-software validation infrastructure for on-device ML accelerators across emulation, prototyping, and silicon. The role focuses on bring-up, functional validation, performance and power characterization, debugging cross-layer issues, and improving robustness of ML accelerator IP.
You will partner with RTL design, verification, emulation, architecture, compiler, firmware/runtime, and ML model teams to define validation requirements and drive issues to resolution across pre-silicon and post-silicon platforms. Locations include Sunnyvale, CA and additional engineering sites.
Experience Level
Senior - the role expects approximately 8+ years of relevant experience in consumer electronics or related fields.
Responsibilities
Primary responsibilities include planning and executing validation and characterization for ML accelerator IP, debugging cross-layer issues, and communicating results to stakeholders.
- Define and execute HW‑SW integration, functional validation, and characterization plans for ML accelerator IP across emulation, prototyping, and silicon platforms.
- Develop test methodologies and detailed test plans for new features and technologies; participate in design reviews to influence test strategy.
- Bring up ML workloads on target platforms, perform functional debug and performance characterization, and verify fixes.
- Create test setups, collect and analyze large datasets to diagnose issues and summarize findings for stakeholders.
- Identify technical risks, propose mitigation strategies, and work with vendors and partners to resolve test escapes and coverage gaps.
- Collaborate cross-functionally with RTL, verification, emulation, architecture, compiler, firmware, and system teams to drive issues to closure.
Requirements
Core requirements and desirable skills for effective performance in this role.
Must-have:
- 8+ years of relevant experience in consumer electronics or related fields.
- Experience creating validation plans and test methodologies for hardware products and new features.
- Proven HW‑SW integration and validation experience for ML accelerators or programmable compute IP, including workload bring‑up, functional debug, and performance characterization.
- Familiarity with common SoC interfaces such as AXI, APB, AHB, and OCP.
- Experience troubleshooting test escapes and coordinating with component vendors.
- Ability to collect, process, and interpret large amounts of validation data to support debugging and product decisions.
Nice-to-have:
- Experience with embedded systems (RTOS/Android/Linux) and acting as a verification or systems engineer.
- Experience with ML frameworks, compilers, runtimes, profiling, or workload optimization (data movement, memory behavior, power).
- Scripting and automation experience for test orchestration and data processing.
- Experience working with overseas development and manufacturing partners and knowledge of consumer electronics product lifecycle.
- Familiarity with responsible AI practices and integrating AI tools to optimize workflows.
Education Requirements
Bachelor's degree in Computer Science, Computer Engineering, or a relevant technical field, or equivalent practical experience.
About the Company
Company: Meta Platforms
Headquarters: Menlo Park, California, United States
American technology company that develops social networking products (Facebook, Instagram, WhatsApp) and invests in virtual/augmented reality hardware and software through Reality Labs, focusing on connectivity, advertising, and immersive computing experiences.
