Install NVIDIA GeForce RTX 3060 for Machine Learning

Step 1: Prepare Your System

Before installing the NVIDIA drivers, update your system and install the necessary packages.

sudo apt update
sudo apt upgrade

Install required build tools and headers:

sudo apt install build-essential linux-headers-$(uname -r)

Add the NVIDIA PPA:
Add the official NVIDIA PPA to get the latest drivers:
```
sudo add-apt-repository ppa:graphics-drivers/ppa
sudo apt update
```
Identify the Recommended Driver:
Find the recommended driver for your GPU using the following command:
```
ubuntu-drivers devices
```
The output will suggest the best driver for your system. For example, it may recommend nvidia-driver-560.
Install the Recommended Driver:
Replace nvidia-driver-xxx with the recommended driver, such as nvidia-driver-560:
```
sudo apt install nvidia-driver-560
```
Reboot Your System:
Reboot your machine to apply the changes:
```
sudo reboot
```

If you plan to use CUDA for GPU computing, you can install it using the following command:

sudo apt install nvidia-cuda-toolkit

After rebooting, you can check if the driver is installed and working properly by running:

alias nv1='nvtop'
alias nv2='nvidia-smi'

This will display details about your installed GPU and the driver version.

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