Beyond Moore Computational Research Scientist jobs in United States
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CHEManager International · 2 hours ago

Beyond Moore Computational Research Scientist

Berkeley Lab's Applied Math and Computational Sciences Division is seeking a Beyond Moore Computational Research Scientist to enhance computing performance through architectural specialization. The role involves designing circuits and hardware accelerators, developing methodologies for performance characterization, and contributing to the field of extreme heterogeneous computing.

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Responsibilities

Design circuits, hardware accelerators and processor architectures using post-Moore devices to accelerate key HPC applications and application kernels
Develop compact models and methodologies to use these circuits for performance and energy characterizations which can be used in architectural simulation framework for tightly integrating these accelerators into heterogeneous systems and SoCs that may contain multiple different kinds of accelerator devices
Identify opportunities and challenges for devices to architectural design space exploration for several post-Moore devices to address those bottlenecks and develop circuit design models to determine the performance potential for those solutions
Develop architectural and circuit models for emulation in FPGA hardware
Develop metrics and benchmark tests in order to compare conventional CMOS based processors/accelerators and enhanced post-Moore devices based computational accelerators for key HPC applications and algorithms
Publish work in academic journals and present it at conferences and workshops
Lead and assist in the preparation of proposals for funding
Mentor graduate students and postdocs

Qualification

Computer architectureProcessor designSpice circuit designVerilogCAD/EDA toolsC++ programmingFPGA designMachine learning acceleratorsSRAM array designSuperconducting circuit designLogic-In-MemorySpiking Neural NetworksPythonTechnical writingTeam collaboration

Required

PhD or equivalent in a Computing Science or Computer Engineering-related scientific discipline
Mandatory 3 Years of Postdoctoral research experience or equivalent research experience
Past Experience in either Machine learning accelerators or SRAM array design or basic blocks of processor at transistor level and/or Superconducting circuit design
Courses or experience in CAD for VLSI algorithms and C++ Programming
Proficient in Spice Circuit Simulations, Verilog and hardware design in CMOS, FeFET, NCFET etc
Familiarity with hardware EDA/CAD tools and evaluation/modelling tools in order to extend existing infrastructure to rapidly evaluate CMOS designs
Demonstrated creativity, initiative and ability to design, develop and implement complex solutions in consultation with designated technical expert(s) and/or supervisor
Experience and track-record writing technical papers and reports
Experience with the use of script languages and system utilities such as configure, Perl, UNIX shell scripts, and 'make.'
Proven record of working effectively in a team, seeing projects through to completion, meeting deadlines, interacting with users, and thorough documentation of contributions
Willingness to learn and develop skills in new topics

Preferred

Previous experience and publications in Processing-In-Memory and Logic-in-Memory architectures is highly desirable
Experience with developing computational dynamical systems, including networks of coupled oscillators
Experience with computational or systems neuroscience
Experience with Superconducting Circuit simulation and design
Experience with neuromorphic computing
Experience with coding in C++/python for CAD tool development for ASIC design
Experience with higher-level hardware design languages (HDLs) such as CHISEL, PyMTL, or others
Experience with FPGA design flows
Demonstrated ability to lead technical efforts with teams of people will also be beneficial

Benefits

Exceptional health and retirement benefits, including pension or 401K-style plans
A culture where you'll belong - we are invested in our teams!
In addition to accruing vacation and sick time, we also have a Winter Holiday Shutdown every year.
Parental bonding leave (for both mothers and fathers)

Company

CHEManager International

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Funding

Current Stage
Growth Stage
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