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cmu-10-714

CMU 10-714 Deep-Learning-Systems

compass_optimizer

Compass Optimizer (OPT for short), is part of the Zhouyi Compass Neural Network Compiler. The OPT is designed for converting the float Intermediate Representation (IR) generated by the Compass Unified Parser to an optimized quantized or mixed IR which is suited for Zhouyi NPU hardware platforms.

compass_unified_parser

armchina NPU parser

how-to-optimize-gemm

row-major matmul optimization

how_to_optimize_in_gpu

This is a series of GPU optimization topics. Here we will introduce how to optimize the CUDA kernel in detail. I will introduce several basic kernel optimizations, including: elementwise, reduce, sgemv, sgemm, etc. The performance of these kernels is basically at or near the theoretical limit.

lzzplus2x

lzzkmc_wplf_changed

mit-6.031-software-construction

The record of learning 6.031

mit_6.5940

MIT open course, efficient ML

my-cs-road

oi-wiki

:star2: Wiki of OI / ICPC for everyone. （某大型游戏线上攻略，内含炫酷算术魔法）

onnx

Open standard for machine learning interoperability

py_template

WPLF template

tinyflow

Tutorial code on how to build your own Deep Learning System in 2k Lines

ucb-cs161-sp24

ucb-cs61c-2020summer

wplf

This is a special repository about my Github profile.