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Machine Learning Intern

Company: Synopsys
Location: Sunnyvale
Posted on: November 21, 2022

Job Description:

Machine Learning Intern


USA - California - Mountain View/Sunnyvale

Job Description and Requirements

As an intern at Synopsys, you will gain hands-on experience while working alongside industry professionals. You will develop and refine skills relevant to your major and future career by contributing to high-impact business projects. The Synopsys intern program integrates our interns into the culture with career opportunities upon graduation. This summer internship is full-time (40 hours/week) beginning May/June 2023 and will last three monthsResponsibilities:As an intern, you will explore different Machine Learning approaches to improve analog circuit design and layout. Today layout design is an art and the guidance is provided by the circuit designer and the floorplan constraints. We believe that a mix of deterministic algorithms and machine learning can help in assisted automation of layout structure by learning from a set of previously completed designs. Our goal is to design and implement solutions based on multiple learning approaches in the schematic and in layout to assist the circuit designer and layout engineer. You will explore a mix of neural networks (multilayer perceptron, graph neural network, randomized Boltzmann machine, etc.) to design different parts of this system. You will spend time reviewing available data and identifying sub-components of this problem that are of mutual interest and work on delivering the components.Requirements:

  • Background in math/algorithms
  • Familiarity with Deep Learning and Neural networks (how, why the work, data prep methods)
  • Good software skills in C++ and python
  • Circuit design, layout and semi-conductor processing knowledge is a plus (equivalent to a graduate course in analog circuits + a course in VLSI design and/or a course in semiconductor physics)
  • Curiosity and willingness to learn
  • Pursuing PhD in related focus

    At Synopsys, we're at the heart of the innovations that change the way we work and play. Self-driving cars. Artificial Intelligence. The cloud. 5G. The Internet of Things. These breakthroughs are ushering in the Era of Smart Everything. And we're powering it all with the world's most advanced technologies for chip design and software security. If you share our passion for innovation, we want to meet you.Stay Connected: Join our Talent Community
    Synopsys has adopted a COVID-19 vaccination policy to safeguard the health and well-being of our employees and visitors. As a condition of employment, all employees based in the U.S. are required to be fully vaccinated for COVID-19, unless a reasonable accommodation is approved or as otherwise required by law.Inclusion and Diversity are important to us. Synopsys considers all applicants for employment without regard to race, color, religion, national origin, gender, sexual orientation, gender identity, age, military veteran status, or disability.

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Keywords: Synopsys, Sunnyvale , Machine Learning Intern, Other , Sunnyvale, California

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