（1）編程基礎：
| 目錄 | 學習資料 |
|---|---|
| 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 | |
| 數據結構 | https://www.bilibili.com/video/BV1Fv4y1f7T1?spm_id_from=333.1387.favlist.content.click |
| 計算機體系結構 | https://www.bilibili.com/video/BV1eGwFeQEfm?spm_id_from=333.1387.favlist.content.click |
（2）CPU性能優化
| 目錄 | 學習資料 |
|---|---|
| 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 |
| 多線程 | 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性能優化
| 目錄 | 學習資料 |
|---|---|
| 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 | |
| 并行計算 | https://www.bilibili.com/video/BV1du17YfE5G?spm_id_from=333.1387.favlist.content.click |
| 異構計算 | https://www.bilibili.com/video/BV1jXHZeuEwy?spm_id_from=333.1387.favlist.content.click |
（4）AI推理框架
| 目錄 | 學習資料 |
|---|---|
| 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編譯器
| 目錄 | 學習資料 |
|---|---|
| TVM | |
| MLIR | |
| IREE | |
| LLVM | |
| tensorcore | |
| XLA |
（6）深度學習優化與AI加速
| 目錄 | 學習資料 |
|---|---|
| 模型壓縮與量化 | 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
| 目錄 | 學習資料 |
|---|---|
| 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 |
