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github.com/aimuch/iAI @v1.6

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repository ↗ · DeepWiki ↗ · release v1.6 ↗ · + Follow
3,731 symbols 8,347 edges 425 files 1,112 documented · 30% ● updated 14mo agov1.6 · 2024-01-11★ 692
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README

AI on Ubuntu Platform

🎯 AI实验环境搭建和深度学习算法

安装环境 其他平台环境类似

硬件： Intel 12900K / ROG MAXIMUS Z690 HERO / NVIDIA RTX 3090 / DDR5 32G 5600 / SSD 7T*1 + 1T*4 / HDD 16T*2
系统： Ubuntu-18.04-64bit - Ubuntu-22.04-64bit / Windows 11 Professional
软件： CUDA9.0 - CUDA12.1/cuDNN/TensorRT/OpenCV/caffe/Protobuf/Matlab/VIM/Tmux/zsh
框架： Pytorch/OpenmmLab
算法： 目标检测/语义分割/多任务/BEV

目录

  1. 🔬 AI基础环境搭建和设置

  2. 安装Ubuntu和Windows双系统

  3. 安装NVIDIA驱动
  4. 安装CUDA
  5. 安装cuDNN
  6. Ubuntu CUDA多版本问题
  7. Windows CUDA多版本问题
  8. Anaconda
  9. 安装OpenCV
  10. 安装Docker
  11. TensorRT
  12. 安装Pytorch
  13. 安装TensorFlow
  14. 安装Caffe
  15. 安装Protobuf
  16. Linux MATLAB安装

  17. 🍻 AI Algorithms

  18. YOLO V3

  19. Faster R-CNN
  20. Anaconda FAQ
  21. 深度学习服务器FAQ
  22. Transfer Learning
  23. Loss Function
  24. 神经网络参数量(weights)和计算量(FLOPs)
  25. 特征尺寸(Feature Map)和感受野(Receptive Field)计算

  26. 🖥 AI Framework

  27. AI 常用的结构框架

  28. TensorFlow
  29. Pytorch
  30. Pytorch常用代码总结
  31. Caffe

  32. 📐 AI Model Optimization

  33. 网络量化

  34. 网络剪枝

  35. 🛠 AI Tools

  36. Netron

  37. TensorBoard

  38. 💻 Ubuntu FAQ

  39. Awesome Software

  40. Linux环境变量初始化与对应文件的生效顺序
  41. Ubuntu Library
  42. Docker安装与使用
  43. Linuxbrew安装
  44. 监视GPU和CPU资源利用情况
  45. Ubuntu每次开机后提示检测到系统程序出现问题的解决方法
  46. Ubuntu循环登陆问题
  47. 文件夹打开缓慢
  48. 安装Python依赖库
  49. 安装Chrome浏览器
  50. pip / pip3常见报错
  51. 关于Ubuntu 16.04LTS下安装Spyder3的问题
  52. 安装Teamviewer
  53. 安装搜狗输入法
  54. WPS设置
  55. 安装赛睿霜冻之蓝V2驱动
  56. zsh oh-my-zsh默认shell的最佳替代品
  57. atuin历史命令工具
  58. vim配置
  59. Tmux配置与使用
  60. FFmpeg的使用教程
  61. 远程连接Ubuntu
  62. Sublime Text 3配置问题
  63. VSCode配置问题
    • [Awesome VScode Plugin](./src/linux_env_set.md#awesome-vscode-plugin

Core symbols most depended-on inside this repo

destroy
called by 267
src/tensorrt/tensorrt-6.0.1.5/samples/common/common.h
size
called by 249
src/tensorrt/tensorrt-6.0.1.5/samples/common/common.h
get
called by 168
src/tensorrt/tensorrt-4.0.1.6/samples-cpp/sampleMovieLens/sampleMovieLens.cpp
empty
called by 141
src/tensorrt/tensorrt-6.0.1.5/samples/common/ErrorRecorder.h
size
called by 118
src/tensorrt/tensorrt-5.0.2.6/samples-python/common/buffers.h
resize
called by 106
src/tensorrt/tensorrt-6.0.1.5/samples/common/buffers.h
destroy
called by 104
src/tensorrt/tensorrt-5.0.2.6/samples-python/sampleUffSSD/sampleUffSSD.cpp
data
called by 95
src/tensorrt/tensorrt-6.0.1.5/samples/common/common.h

Shape

Method 1,928
Function 1,303
Class 490
Enum 6
Route 4

Languages

C++80%
Python20%

Modules by API surface

src/tensorrt/tensorrt-6.0.1.5/samples/common/half.h250 symbols
src/tensorrt/tensorrt-5.0.2.6/samples-python/common/half.h250 symbols
src/tensorrt/tensorrt-6.0.1.5/samples/common/common.h68 symbols
src/tensorrt/tensorrt-6.0.1.5/samples/sampleUffPluginV2Ext/sampleUffPluginV2Ext.cpp50 symbols
src/tensorrt/tensorrt-6.0.1.5/samples/common/sampleConfig.h50 symbols
src/tensorrt/tensorrt-5.0.2.6/samples-python/common/common.h49 symbols
src/tensorrt/tensorrt-5.0.2.6/samples-python/common/sampleConfig.h46 symbols
src/tensorrt/tensorrt-4.0.1.6/samples-cpp/common/sampleConfig.h45 symbols
src/tensorrt/tensorrt-5.0.2.6/samples-python/sampleUffSSD/sampleUffSSD.cpp39 symbols
src/tensorrt/tensorrt-6.0.1.5/samples/common/logging.h36 symbols
src/tensorrt/tensorrt-6.0.1.5/samples/python/yolov3_onnx/yolov3_to_onnx.py33 symbols
src/tensorrt/tensorrt-4.0.1.6/samples-cpp/sampleMovieLens/sampleMovieLens.cpp31 symbols

For agents

$ claude mcp add iAI \
  -- python -m otcore.mcp_server <graph>

⬇ download graph artifact