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
At Matic, we're on a mission to recapture that lost time, and we're doing it by revolutionizing home robotics.Our first product, also called Matic, is a Wall-E-esque floor cleaning robot.We've buil...[internal_linking.show_more]
A leading company in the EV battery sector is seeking an ESS Technical Solution Engineer to engage with clients and develop tailored solutions.This mid-senior level role requires expertise in the U...[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 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]
Watch your engineering designs come to life! As a Senior Design Engineer at Southland Industries, you'll experience the excitement of working on design-build and design-assist projects in healthcar...[internal_linking.show_more]
The ideal candidate will have deep understanding of Governance, Risk, and Compliance frameworks and extensive experience designing scalable, business-driven Archer workflows and integrations.Archer...[internal_linking.show_more]
Ready to make connectivity from space universally accessible, secure and actionable? Then you've come to the right place!.E-Space is bridging Earth and space to enable hyper-scaled deployments of I...[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]
Senior Technical Staff Engineer - Architect (Memory Interconnect).Senior Technical Staff Engineer - Architect (Memory Interconnect).Microchip Technology is a leading provider of microcontroller, an...[internal_linking.show_more]
We’re a combat-tested group of engineers, operators, and entrepreneurs who believe America’s edge depends on autonomous airpower that’s trusted and deployable today not in 2040.Backed by tier-one i...[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]
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]
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]
Team Introduction The Intelligent Creation - AI Platform team is a team focusing on building advanced end-to-end AI production pipelines, including deep learning model training, optimization, deplo...[internal_linking.show_more]
At Cadence, we hire and develop leaders and innovators who want to make an impact on the world of technology.The Sr Application Engineer Architect will serve as a senior technical leader within Cad...[internal_linking.show_more]
We're building safety-enhancing technology for aviation that will save lives.Automated aviation systems will enable a future where air transportation is safer, more convenient and fundamentally tra...[internal_linking.show_more]
