Machine Learning Engineer

1 month ago

india Synopsys Inc Full time

We are looking for a highly skilled and motivated Senior Machine Learning Engineer to join our multidisciplinary team and work closely with core EDA tool developers.


As a Senior Machine Learning Engineer, you will collaborate closely with hardware engineers, data scientists, product managers, and notably, core developers of Electronic Design Automation (EDA) tools. The role is focused on developing, deploying, and maintaining machine learning models aimed at enhancing the efficiency, reliability, and speed of chip design and verification processes through seamless EDA tool integration.


Responsibilities:

  • Develop Generative AI and Machine Learning systems for Solution Generation & Optimization in RTL Design, RTL and System Verification, and Power/Performance/Area Optimization
  • Develop Large Language Model fine-tuning flows, Prompt Engineering, and Prompt fine-tuning.
  • Work in close collaboration with core EDA tool developers to understand domain-specific needs and tailor machine learning solutions for seamless integration.
  • Preprocess and analyze large datasets of chip simulations, tests, and performance metrics.
  • Implement machine learning pipelines for automated data collection, feature extraction, training, and inference in the EDA environment.
  • Evaluate the performance of machine learning models, and optimize them for computational efficiency, scalability, and integration with EDA tools.
  • Develop visualization tools to interpret the results of machine learning models.
  • Maintain clear and detailed documentation of models, pipelines, and experiments.
  • Keep abreast of emerging technologies in machine learning and chip design to ensure our solutions remain state-of-the-art.

Qualifications:

  • 5+ years of experience with Bachelors or Master degree in Computer Science , Electrical Engineering, Machine Learning, or a related field.
  • 2+ years of experience in machine learning with a focus on generative techniques and optimization problems.
  • Proficiency in Python and machine learning frameworks like TensorFlow or PyTorch.
  • Solid understanding of EDA tools for chip design and verification such as Cadence, Synopsys, or Mentor Graphics, and experience collaborating with their core developers.
  • Experience with cloud computing services like AWS, GCP, or Azure.
  • Strong understanding of algorithmic complexity, data structures, and software design.
  • Excellent communication skills, both written and verbal.


Nice to Have:

  • Large Language Model fine tuning and application in Hardware Design
  • Publications in machine learning, optimization, or chip design.
  • Experience with hardware description languages like Verilog or VHDL.
  • Background in statistical methods for experiment design and evaluation.

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