CAD ML Timing Optimization Engineer
Sunnyvale,California,United States
Hardware
Do you love creating elegant solutions to highly complex challenges? Do you intrinsically see the importance in every detail? As part of our Silicon Technologies group, you'll help design and manufacture our next-generation, high-performance, power-efficient processor and system-on-chip (SoC). You'll ensure Apple products and services can seamlessly and efficiently handle the tasks that make them beloved by millions. Joining this group means you'll be responsible for crafting and building the technology that fuels Apple's devices. We invite you to help deliver the next groundbreaking Apple products! In this highly visible role as a key technical member of the Design Methodology and Tools team, you are an integral part of the effort to improve the performance of Apple silicon. You will be responsible for delivering industry-leading solutions for design optimization, design closure, and visualization. Combining machine learning algorithm application with practical design know-how and software engineering best practices, you will help to differentiate and streamline Apple's silicon engineering methods.
Description
As a CAD ML Timing Optimization Engineer, you will: - Deliver methodology and tool solutions for static timing closure and power optimization. - Apply data science and ML analytics to quantify, mine, and predict intriguing patterns. - Deploy innovative modeling and optimization approaches to achieve globally optimal targets. - Prudently apply best-in-class learning algorithms to deliver value-adding design solutions. - Pursue deep analysis of design implementation alternatives to isolate key issues and identify appropriate ECO remedies. - Implement code infrastructure to facilitate analytics and visualization. - Collaborate with silicon design, CAD, and EDA partners to identify flow deficiencies and enact creative solutions.
Minimum Qualifications
Minimum BS and 10+ years of relevant industry experience.
Software engineering background using Python and C++.
Experience in applying ML and/or GPU accelerated approaches to problems.
Prior usage of optimization algorithms, data modeling, and graphs.
Key Qualifications
Preferred Qualifications
Hands on experience in static timing analysis and/or design optimization flows.
Familiarity with timing and power ECO techniques for high performance processor designs.
Solid understanding of Physical Design challenges, proficiency with place and route tools and implementation exploration.
Experience using a variety of deep learning libraries and infrastructure.
Strong analytical skills and ability to identify and communicate high ROI opportunities.
Education & Experience
Additional Requirements
Pay & Benefits
At Apple, base pay is one part of our total compensation package and is determined within a range. This provides the opportunity to progress as you grow and develop within a role. The base pay range for this role is between $175,800 and $312,200, and your base pay will depend on your skills, qualifications, experience, and location.Apple employees also have the opportunity to become an Apple shareholder through participation in Apple's discretionary employee stock programs. Apple employees are eligible for discretionary restricted stock unit awards, and can purchase Apple stock at a discount if voluntarily participating in Apple's Employee Stock Purchase Plan. You'll also receive benefits including: Comprehensive medical and dental coverage, retirement benefits, a range of discounted products and free services, and for formal education related to advancing your career at Apple, reimbursement for certain educational expenses - including tuition. Additionally, this role might be eligible for discretionary bonuses or commission payments as well as relocation.Learn more (https://www.apple.com/careers/us/benefits.html) about Apple Benefits.Note: Apple benefit, compensation and employee stock programs are subject to eligibility requirements and other terms of the applicable plan or program.
Apple is an equal opportunity employer that is committed to inclusion and diversity. We take affirmative action to ensure equal opportunity for all applicants without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, disability, Veteran status, or other legally protected characteristics.Learn more about your EEO rights as an applicant. (https://www.eeoc.gov/sites/default/files/2023-06/22-088_EEOC_KnowYourRights6.12ScreenRdr.pdf)
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Apple is an equal opportunity employer that is committed to inclusion and diversity. We take affirmative action to ensure equal opportunity for all applicants without regard to race, color, religion, sex, sexual orientation, gender identity, national origin, disability, Veteran status, or other legally protected characteristics. Learn more about your EEO rights as an applicant (Opens in a new window) .
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