updated readme for docker

.dockerignore

@@ -6,4 +6,4 @@ __pycache__
 *.pyc
 *~
 data/
-secrets.env
+secrets.env

README.md

@@ -4,9 +4,11 @@
 
 
 [![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
+
+[logo]: https://github.com/AladdinPerzon/Machine-Learning-Collection/blob/master/ML/others/logo/youtube_logo.png# 
 
 # Machine Learning Collection
+
 In this repository you will find tutorials and projects related to Machine Learning. I try to make the code as clear as possible, and the goal is be to used as a learning resource and a way to lookup problems to solve specific problems. For most I have also done video explanations on YouTube if you want a walkthrough for the code. If you got any questions or suggestions for future videos I prefer if you ask it on [YouTube](https://www.youtube.com/c/AladdinPersson). This repository is contribution friendly, so if you feel you want to add something then I'd happily merge a PR :smiley:
 
 ## Table Of Contents

docker_instructions.txt

@@ -1,16 +0,0 @@
-Run to use docker for development:
-docker build -t aladdin-image .
-
-docker run -it \
---gpus all \
--v "${PWD}:/code" \
--p 8080:8080 \
---name "aladdin-container" \
---env AUTHENTICATE_VIA_JUPYTER="mytoken" \
-aladdin-image
-
-# For installing docker:
-https://docs.docker.com/engine/install/
-
-For also being able to run with CUDA please install Nvidia Container Toolkit:
-https://docs.nvidia.com/datacenter/cloud-native/container-toolkit/latest/install-guide.html