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updated readme for docker

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Aladdin Persson
2023-12-08 15:32:35 +01:00
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@@ -4,7 +4,6 @@
[![Build Status](https://travis-ci.com/aladdinpersson/Machine-Learning-Collection.svg?branch=master)](https://travis-ci.com/aladdinpersson/Machine-Learning-Collection) [![License: MIT](https://img.shields.io/badge/License-MIT-yellow.svg)](https://opensource.org/licenses/MIT)
[logo]: https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/others/logo/youtube_logo.png
# Machine Learning Collection
@@ -23,6 +22,36 @@ In this repository you will find tutorials and projects related to Machine Learn
- [Beginner Tutorials](#beginner-tutorials)
- [Architectures](#CNN-Architectures)
## Docker Setup
Follow the steps below to use Docker for setting up a consistent development environment:
1. **Install Docker**
If you don't have Docker installed, use these links to install Docker for your system:
- [Install Docker Engine](https://docs.docker.com/engine/install/)
2. **Nvidia Container Toolkit (For GPU support)**
If you want to utilize GPU acceleration with CUDA, install the Nvidia Container Toolkit:
- [Nvidia Container Toolkit Installation Guide](https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/install-guide.html)
3. **Build the Docker Image**
Navigate to the directory containing the Dockerfile and run:
```bash
docker build -t aladdin-image .
```
4. **Run the Docker Container**
Once the image is built, start the container using the following command:
```bash
docker run -it \
--gpus all \
-v "${PWD}:/code" \
-p 8080:8080 \
--name "aladdin-container" \
--env AUTHENTICATE_VIA_JUPYTER="mytoken" \
aladdin-image
```
## Machine Learning
* [![Youtube Link][logo]](https://youtu.be/pCCUnoes1Po)   [Linear Regression](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/linearregression/linear_regression_gradient_descent.py) **- With Gradient Descent** :white_check_mark:
* [![Youtube Link][logo]](https://youtu.be/DQ6xfe75CDk)   [Linear Regression](https://github.com/AladdinPersson/Machine-Learning-Collection/blob/master/ML/algorithms/linearregression/linear_regression_normal_equation.py) **- With Normal Equation** :white_check_mark: