m********u 发帖数: 3942 | 1 email:[email protected]
Responsiblity
Collaborate with HW team and system architectures to develop innovative
Machine Learning Chip to extend the state of the art in deep learning
performance and efficiency
Analyze and prototype key deep learning and data analytics algorithms and
applications
Understand and analyze the interplay of hardware and software architectures
on future algorithms and applications
Propse the direction of SW stack for machine learning, collaborating with
architect, design and product teams
Requirements
PhD in Computer Science, Electrical Engineering, ECE or Math with 8+ years
of relevant work experience; or MS and 10+ years of relevant work experience
in either application or driver; 3+ years of experience in Machine Learning
specific area
Track record of crafting architectures to accelerate computational demanding
algorithms and applications
Strong mathematical foundation in machine learning and deep learning
Strong background in deep-learning frameworks like Caffe, TensorFlow and
Torch and familiar with backend implementation and optimization
Familiarity with Tensor XLA, ONNX, NNVM/TVM or LLVM is a plus
Familiarity with GPU computing (CUDA, OpenCL, cuDNN, TensorRT)
Good background in computer architecture
Experience with systems-level performance modeling, profiling, and analysis
Experience in characterizing and modeling system-level performance and
executing comparison studies |
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