Step-by-Step Guide: Install NVIDIA GPU Driver, CUDA Toolkit, cuDNN, and TensorRT on Windows 11
ฝัง
- เผยแพร่เมื่อ 29 มิ.ย. 2024
- 🚀 Welcome to our comprehensive tutorial on installing and configuring NVIDIA graphics card drivers, CUDA Toolkit, cuDNN, and TensorRT on Windows 11! If you’re looking to boost your machine learning and AI capabilities, this video is for you. Follow along as we break down each step, ensuring you get your system up and running smoothly.
In This Video, You’ll Learn:
NVIDIA Graphics Card Driver Installation: How to download and install the latest drivers for your NVIDIA GPU.
CUDA Toolkit Installation: Step-by-step instructions to install CUDA Toolkit, enabling GPU acceleration for your projects.
cuDNN Installation: How to integrate NVIDIA's deep neural network library for high-performance neural network training.
TensorRT Installation: Optimize and deploy your AI models efficiently with NVIDIA TensorRT.
Chapters:
0:00 Introduction
0:43 Installing NVIDIA Graphics Card Driver
3:11 Prerequisites
3:46 Visual Studio Community Edition
4:55 Nvidia Nsight Visual Studio
5:57 Installing Mini conda
8:45 Cuda Toolkit 12.4.1
12:12 cuDNN Configuration
14:55 TensorRT installation
20:35 Pytorch with CUDA
23:05 Conclusion
Useful Links:
- NVIDIA App: [NVIDIA's official software page](www.nvidia.com/en-us/software...)
- Visual Studio: [Visual Studio Community Edition](visualstudio.microsoft.com/vs...)
- Nvidia Nsight VS: [Nvidia Nsight for Visual Studio](developer.nvidia.com/nsight-v...)
- Miniconda: [Miniconda installer links](docs.anaconda.com/free/minico...)
- CUDA Toolkit: [CUDA Toolkit Archive](developer.nvidia.com/cuda-too...)
- cuDNN: [cuDNN Archive](developer.nvidia.com/rdp/cudn...)
- TensorRT: [TensorRT Download](developer.nvidia.com/tensorrt...)
- TensorRT Documentation: [TensorRT Installation Guide](docs.nvidia.com/deeplearning/...)
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Hashtags:
#NVIDIA #CUDA #cuDNN #TensorRT #Windows11 #MachineLearning #AIGuide #TechTutorial
Very informational video... clear and concise. 👍
Thank you!!!
Thank you so much, this is the exact video i've been searching for. Your video moves at the perfect pace and everything is easy to follow. will definitley be watching your other videos after this one. great work!
Thank you @michaeldang4288
very nice job
Thank you
hello my friend i did everything you said , and thank you alot for your effort , i have question when i reached to the part you will install pytorch , i found that i have it on my pc , should i do the same as you did , and why to do that :)
another question ^^
will i open conda to be in env everytime i restart my pc or it will be permanent work , as i will use stable diffusion with TensorRt extension
Hi, I installed PyTorch to test whether it can you the GPU or not. If you don’t need PyTorch, you can skip it. It’s only for testing.
why you didn't install pytorch 2.3.0 ?
Hi, I installed Cuda toolkit 12.4 and only the pytorch nightly version supports Cuda Toolkit 12.4 right now. If you want to install PyTorch 2.3.0, It; better to install Cuda toolkit 12.1. The installation process is same.