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Scientist (Multi Chiplet Heterogeneous Integration andHigh-Speed IO Designer), (SiP), IME

Scientist (Multi Chiplet Heterogeneous Integration andHigh-Speed IO Designer), (SiP), IME

A •STAR RESEARCH ENTITIESSingapore
30+ days ago
Job description

We are seeking a highly skilled Electrical Modeling, Applied Machine Learning engineer to join our team. The ideal candidate will have a strong background in Electrical or Computer Engineering (PhD), with a focus on applied machine learning in advanced package physical design, high speed circuit modeling, design technology co optimization or system technology co optimization and analysis, signal / power integrity. The successful candidate will play a crucial role in developing accelerating simulation and analysis technology towards design enablement of state-of-the-art advanced packaging.

Key Responsibilities :

  • Develop performance models, feature engineering of Electrical / Thermal / Mechanical analysis of multi chiplet advanced packages
  • Collaborate with cross-functional (Electrical, Thermal and Mechanical) package design and analysis teams to ensure solid understand of the analysis parameters, input / outputs
  • Data wrangling, EDA format parsing, generating custom databases for specific electrical, thermal and mechanical domain.
  • Perform benchmarking of various applicable AI / ML algorithm and Design of Experiments.
  • Integrate the AI / ML solution within the design flow for training and inference, develop and maintain data pipeline.
  • Participate in comprehensive literature survey on diffusion models, reinforcement learning, PINN, language models and identify areas of applicability for advanced packaging electrical physical design, thermal integrity and mechanical reliability analysis
  • Stay up to date with the latest advancements, improve existing models, develop new ones and propose new applicable architectures.

Required Qualifications :

  • PhD in Electrical or Computer Engineering with relevant experience.
  • Understanding of advanced packaging / interconnect / I-O modelling, statistical analysis, signal / power integrity, thermal flow, stress and yield factors in advanced packaging.
  • Experience and Proficiency in Python, Tensorflow, Scikit, statistical packages, database SQL / no-SQL, postgresSQL, vector databases.
  • Programming and scripting skills in one or more of the following : Python, Perl, C / C++, TCL, or AEL.
  • Preferred Qualifications :

  • Ability to research, develop and implement AI / ML algorithms using industry-standard open-source tools / methodologies.
  • Strong problem-solving skills and the ability to think creatively to overcome technical challenges for cross domain implementations.
  • Excellent communication and collaboration skills, with the ability to work effectively in a team environment.
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