We are now looking for an Architecture Energy Modeling Engineer!
At NVIDIA, we pride ourselves in having energy-efficient products. We believe that continuing to maintain our products' energy efficiency compared to the competition is key to our continued success. Our team is responsible for researching, developing, and deploying methodologies to help NVIDIA's products become more energy efficient; and is responsible for building energy models that integrate into architectural simulators, RTL simulation, emulation and silicon platforms. Key responsibilities include developing Machine Learning based power models to analyze and reduce power consumption of NVIDIA GPUs. As a member of the Power Modeling, Methodology and Analysis Team, you will collaborate with Architects, ASIC Design Engineers, Low Power Engineers, Performance Engineers, Software Engineers, and Physical Design teams to study and implement energy modeling techniques for NVIDIA's next generation GPUs, CPUs and Tegra SOCs. Your contributions will help us gain early insight into energy consumption of graphics and artificial intelligence workloads, and will allow us to influence architectural, design, and power management improvements.
What you'll be doing:
Work with architects, designers, and performance engineers to develop an energy-efficient GPU.
Identify key design features and workloads for building Machine Learning based unit power/energy models.
Develop and own methodologies and workflows to train models using ML and/or statistical techniques.
Improve the accuracy of trained models by using different model representations, objective functions, and learning algorithms.
Develop methodologies to estimate data movement power/energy accurately.
Correlate the predicted energy from models built at different stages of the design cycle, with the goal of bridging early estimates to silicon.
Work with performance infrastructure teams to integrate power/energy models into their platforms to enable combined reporting of performance and power for various workloads.
Develop tools to debug energy inefficiencies observed in various workloads run on silicon, RTL, and architectural simulators. Identify and suggest solutions to fix the energy inefficiencies.
Prototype new architectural features, build an energy model for those new features, and analyze the system impact.
Identify, suggest, and/or participate in studies for improving GPU perf/watt.
What we need to see:
MS (or equivalent experience) with proven experience or PhD in related fields.
3+ years of experience.
Strong coding skills, preferably in Python, C++.
Background in machine learning, AI, and/or statistical modeling.
Background in computer architecture and interest in energy-efficient GPU designs.
Familiarity with Verilog and ASIC design principles is a plus.
Ability to formulate and analyze algorithms, and comment on their runtime and memory complexities.
Basic understanding of fundamental concepts of energy consumption, estimation, and low power design.
Desire to bring quantitative decision-making and analytics to improve the energy efficiency of our products.
Good verbal/written communication and interpersonal skills.
You will also be eligible for equity and . NVIDIA accepts applications on an ongoing basis.
Senior Architecture Energy Modeling Engineer • Santa Clara, CA, US
RELOCATION ASSISTANCE: Relocation assistance may be available.At Northrop Grumman, our employees have incredible opportunities to work on revolutionary systems that impact people's lives around the...[internal_linking.show_more]
A leading electric mobility company in Palo Alto is seeking a Reliability Engineer to drive the reliability of electric mobility vehicles during their development cycle.The ideal candidate will hav...[internal_linking.show_more]
Eridu is a Silicon Valley-based hardware startup pioneering infrastructure solutions that accelerate AI data centers to deliver Faster AI.Today's AI performance is frequently limited by communicati...[internal_linking.show_more]
Archer is an aerospace company based in San Jose, California building an all-electric vertical takeoff and landing aircraft with a mission to advance the benefits of sustainable air mobility.We are...[internal_linking.show_more]
A leading aerial mobility company is seeking a Senior Staff Engineer to join their Gen 6 aircraft team in Mountain View, California.The role involves developing stability, control, and performance ...[internal_linking.show_more]
A leading tech company is seeking a Sr.Staff Engineer for AI Models and Applications to innovate in Generative AI training and deployment.Join a talented team in San Jose, CA, where you’ll enhance ...[internal_linking.show_more]
A leading AI technology company is seeking a Principal Architect for Performance Analysis and Modeling in Santa Clara.This role focuses on enhancing AI application performance through hardware and ...[internal_linking.show_more]
Apple is looking for a Display Electrical Architecture Engineer to join the Display team and develop Apple’s Vision space products.Display Electrical Architect must be out-of-box thinker and proble...[internal_linking.show_more]
A leading technology company based in Sunnyvale is seeking a Hardware Architecture Modeling Engineer to drive innovations in AI/ML hardware acceleration.The role involves developing architectural m...[internal_linking.show_more]
Tittle: Senior MLOps Engineer (LLM / Agentic Systems).Location: Cupertino, CA / Austin, TX (Onsite).We are seeking a Senior MLOps Engineer to build and scale intelligent, data-driven platforms for ...[internal_linking.show_more]
At Boeing, we innovate and collaborate to make the world a better place.We're committed to fostering an environment for every teammate that's welcoming, respectful and inclusive, with great opportu...[internal_linking.show_more]
A leading technology company is seeking a Senior Systems Engineer to define solutions for space applications.Candidates should have a Master's in Electrical Engineering, 10+ years in satellite desi...[internal_linking.show_more]
Joby Flight Research designs, develops, and flight-tests novel aircraft using a software-first autonomy approach.We build and deploy autonomy, perception, planning, and radar systems across convent...[internal_linking.show_more]
A leading technology firm located in San Jose is seeking a Senior Quantum-Aerospace Integration Specialist to bridge quantum computing and aerospace engineering.The successful candidate will have a...[internal_linking.show_more]
Today, NVIDIA is tapping into the unlimited potential of AI to define the next era of computing.An era in which our GPU acts as the brains of computers, robots, and self-driving cars that can under...[internal_linking.show_more]
We are seeking highly skilled and motivated System-on-Chip (SoC) Emulation engineers to join our diverse team at Arm! Our team focuses on performance architecture and PnP analysis of Arm SoCs/SoPs ...[internal_linking.show_more]
Overview We are the independent expert in assurance and risk management.Driven by our purpose, to safeguard life, property, and the environment, we empower our customers and their stakeholders with...[internal_linking.show_more]
Display Electrical Architecture Engineer.Cupertino, California, United States Hardware.Apple is looking for a Electrical Architecture Engineer to join the Display team and develop Apple’s Vision sp...[internal_linking.show_more]
