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Power Modeling Tools and Infrastructure Engineer

Company: Nvidia
Location: santa clara
Posted on: May 3, 2021

Job Description:

We are now hiring a Power Modeling Tools and Infrastructure Engineer!

NVIDIA prides ourselves in having energy efficient products. We believe that continuing to maintain our products' energy efficiency compared to 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.

You will invent novel techniques to model, analyze, and reduce power consumption. You will define research topics, plan and execute them, to gain new and key insights on how and where power is consumed. You will develop methodologies to apply knowledge from your research to make our products more efficient. As a senior member of the Low Power Methodology Team, you will collaborate with Architects, Software Engineers, ASIC Design Engineers, Performance and Physical Design teams to study and implement low power methodologies for NVIDIA's next generation GPUs and Tegra SOCs. Your contributions will help us improve idle power and active power for various workloads, by influencing architectural, design, and power management improvements.

What you'll be doing:

* Define and implement tools and methodologies for efficient integration of power models with performance tools.

* Build efficient data pipelines to gather data from different sources, such as simulation, emulation, for developing power models.

* Develop tools and infrastructure to mine data from pre-silicon and post-silicon performance runs to identify GPU utilization, power consumption and energy usage.

* Interact with power model developers to identify bottlenecks in the flow and speedup model development and integration.

* Work with performance, verification and emulation methodology and infrastructure development teams to integrate power models into their platforms.

* Experiment with various ML techniques to improve accuracy of power models.

* Enable efficient storage and retrieval of data from database.

* Enable easy visualization of data using platforms such as Kibana.

What we need to see:

* MS (or equivalent experience) with 3+ years of experience or PhD in related fields.

* Strong coding skills, preferably in Python, C++.

* Ability to formulate and analyze algorithms, and comment on their runtime and memory complexities.

* Background in machine learning, AI, and/or statistical modeling is a plus.

* Basic understanding of VLSI, digital design, and computer architecture concepts.

* Background of fundamental concepts of power and 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 English and interpersonal skills.

NVIDIA is committed to fostering a diverse work environment and proud to be an equal opportunity employer. As we highly value diversity in our current and future employees, we do not discriminate (including in our hiring and promotion practices) on the basis of race, religion, color, national origin, gender, gender expression , sexual orientation, age, marital status, veteran status, disability status or any other characteristic protected by law.

Keywords: Nvidia, Santa Clara , Power Modeling Tools and Infrastructure Engineer, Other , santa clara, California

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