2025跳槽学习计划

（1）编程基础：

目录	学习资料
C++	https://www.bilibili.com/video/BV1z64y1U7hs?spm_id_from=333.1387.favlist.content.click
Linux
Pytorch	https://www.bilibili.com/video/BV1if4y147hS?spm_id_from=333.1387.favlist.content.click
opencv
数据结构	https://www.bilibili.com/video/BV1Fv4y1f7T1?spm_id_from=333.1387.favlist.content.click
计算机体系结构	https://www.bilibili.com/video/BV1eGwFeQEfm?spm_id_from=333.1387.favlist.content.click

（2）CPU性能优化

目录	学习资料
Neon	https://www.bilibili.com/video/BV1GJ411x7XW?spm_id_from=333.1387.favlist.content.click
SIMD	https://www.bilibili.com/video/BV1GN411B7b2?spm_id_from=333.1387.favlist.content.click
多线程	https://www.bilibili.com/video/BV1Bw4m1R7MP?spm_id_from=333.1387.favlist.content.click
OpenMP	https://www.bilibili.com/video/BV18M41187ZU/?spm_id_from=333.337.search-card.all.click
MPI	https://www.bilibili.com/video/BV13v4y1v7y7/?spm_id_from=333.337.search-card.all.click

（3）GPU性能优化

目录	学习资料
CUDA	https://www.bilibili.com/video/BV1iarUY6EnR?spm_id_from=333.1387.favlist.content.click
OpenCL	https://www.bilibili.com/video/BV1N6cEepExn?spm_id_from=333.1387.favlist.content.click
OpenGL	https://www.bilibili.com/video/BV1aK4y1z7ii?spm_id_from=333.1387.favlist.content.click
Vulkan
并行计算	https://www.bilibili.com/video/BV1du17YfE5G?spm_id_from=333.1387.favlist.content.click
异构计算	https://www.bilibili.com/video/BV1jXHZeuEwy?spm_id_from=333.1387.favlist.content.click

（4）AI推理框架

目录	学习资料
ncnn	https://www.bilibili.com/video/BV1TY4y1q7XE/?spm_id_from=333.337.search-card.all.click
mnn	https://www.bilibili.com/video/BV1TY4y1q7XE/?spm_id_from=333.337.search-card.all.click
tnn
tensorrt	https://www.bilibili.com/video/BV1jj411Z7wG/?spm_id_from=333.337.search-card.all.click
openvino	https://www.bilibili.com/video/BV15L411E7MD/?spm_id_from=333.337.search-card.all.click
coreml
tf lite	https://www.bilibili.com/video/BV1EK4y177Sn/?spm_id_from=333.337.search-card.all.click
onnx	https://www.bilibili.com/video/BV1Tx4y1F768/?spm_id_from=333.337.search-card.all.click
QNN

（5）AI编译器

目录	学习资料
TVM
MLIR
IREE
LLVM
tensorcore
XLA

（6）深度学习优化与AI加速

目录	学习资料
模型压缩与量化	https://www.bilibili.com/video/BV1c8wNe1ErX?spm_id_from=333.1387.favlist.content.click
winograd
strassen
implicit gemm
cutlass
cublas
分布式
fastertransformer

（7）大模型

目录	学习资料
大模型	https://www.bilibili.com/video/BV1PB6XYFET2?spm_id_from=333.1387.favlist.content.click
AIGC	https://www.bilibili.com/video/BV1BJ4m1e7g8?spm_id_from=333.1387.favlist.content.click