A stand-alone implementation of several NumPy dtype extensions used in machine learning.
License: Apache License 2.0
C++ 76.46%Python 23.45%C 0.09%
ml_dtypes's Introduction
VictorLi
Summary
Victor [email protected] is a software architecture of NPU in Intel.
Victor got his master degree in EE from ZheJiang University, and joined Intel Flex at 2011. Victor started his career from graphics driver and
C-for-media runtime development on Intel's GPU.
From 2018 Q4, Victor has been working for VPU Architecture on various projects, including hardware numeric emulation, neural network low-bit quantization and pruning, vpu performance modelling ..etc.
Work
AI Software Architecture, Intel 2022-Q1 - Present
AI Software Architecture for multiple generation of Intel NPU product line.
Focus on compilation technology to run models efficiently on NPU including layer fusion, vertical fusion, operator tiling, scheduling optimization.
Runtime and User Mode Graphics driver development on multiple mainstream OSes (Linux and Windows)
Optimized resource management and cross-layer code refactoring
Cut off 80% validation time by using virtualization technology Worked as a GPGPU (MDF) SDK runtime developer for Intel integrated GPU (from SandyBridge to SkyLake)
Master in Computer Vision (Convolutional Neural Network, Human Pose Estimation, Product Defects Detection in Manufacture)
Master in Graphics Runtime Development (Resource Management, Knowledge on Graphics Subsystem on Windows(DX9/DX11), Graphics software stack on Linux (Libva))
Master in Programing Languages and Tools (C/C++, Python, Keras, Caffe)
Awards
Intel ZiZhu Innovation Star 2018
Project
FlexPose: Real-time 2D Human Pose Estimation on CPU 2017-06-01 - 2018-05-01
Multiple Person 2D Human pose estimation. CNN Network design and optimization.