Define and implement tools and methodologies for efficient data generation from post layout netlists to feed into data movement power analytical model.
Develop tools and infrastructure to sanitize each metric in the model to achieve high correlation accuracy.
Define and implement tools and methodologies for efficient integration of power models with performance tools.
Identify runtime and memory limitation of existing flows and tools to speedup model delivery process.
Mine data from pre- and post-silicon performance runs to find important data paths and bottlenecks.
Give feedback to design teams and improve power efficiency.
Work with floorplan, performance, verification and emulation methodology and infrastructure development teams to integrate data movement power models.
Experiment with various ML techniques to answer what-if design questions and set proper power/energy targets for next generation chips.
Enable efficient storage and retrieval of data from database.
Enable easy visualization of data using platforms such as PowerBI, OpenSearch.

Requirements

MS (or equivalent experience) with proven experience or PhD in related fields
5+ years of experience
Strong coding skills, preferably in Python, C++
Ability to formulate and analyze algorithms, and comment on their runtime and memory complexities
Strong background of VLSI, digital design, and computer architecture concepts
Good understanding of fundamental concepts of power and energy consumption, estimation, and low power design
Basic understanding of chip design process from RTL design to tape-out
Background in machine learning, AI, and/or statistical modeling is a plus
Desire to bring quantitative decision-making and analytics to improve the energy efficiency of our products.

Benefits

equity
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Applicant Tracking System Keywords

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Hard Skills & Tools

PythonC++algorithm analysisdata generationdata movement power modelingdata sanitizationmachine learningstatistical modelingpower estimationlow power design

Soft Skills

quantitative decision-makinganalytical skillsfeedback provisioncollaboration

Certifications

MS in related fieldsPhD in related fields