Merge pull request chekoduadarsh#88 from QazCetelic/main

Small improvements to README

README.md

@@ -1,4 +1,4 @@
-<img src="https://raw.githubusercontent.com/chekoduadarsh/BlocklyML/main/media/blocklyML_Banner.png">
+![](https://raw.githubusercontent.com/chekoduadarsh/BlocklyML/main/media/blocklyML_Banner.png)
 
 <h1 style="text-align: center;"><a href="https://blocklyml.herokuapp.com/ ">Blockly ML</a></h1>
 
@@ -7,8 +7,7 @@
 ![](https://img.shields.io/github/issues/chekoduadarsh/BlocklyML)
 ![](https://img.shields.io/github/last-commit/chekoduadarsh/BlocklyML)
 
-
-<a href="https://blocklyml.herokuapp.com/"> https://blocklyml.herokuapp.com/ </a>
+![blocklyml.herokuapp.com](https://blocklyml.herokuapp.com/)
 
 ### What is BlocklyML?
 BlocklyML is a **No Code** training ground for python and Machine Learning. This tool is designed to simplify standard machine learning implementation.
@@ -17,7 +16,7 @@ This tool can assist anyone who wants to start with Machine Learning or python.
 For a sample run go to sampleLayouts folder upload and try it out :smiley:
 
 
-Read the <a href="https://github.com/chekoduadarsh/BlocklyML/blob/main/UserGuide.md"> UserGuide.md</a> for further info
+Read the ![UserGuide.md](https://github.com/chekoduadarsh/BlocklyML/blob/main/UserGuide.md) for further info
 
 
 In the Example given below we will train a random forest for Iris Dataset
@@ -26,38 +25,38 @@ In the Example given below we will train a random forest for Iris Dataset
 
 # Table of contents
 
-* <a href="https://github.com/chekoduadarsh/BlocklyML/blob/main/README.md#blocklyml">  Project Title</a>
-* <a href="https://github.com/chekoduadarsh/BlocklyML/blob/main/README.md#installing-as-blocklyml-app"> Installlation</a>
-* <a href="https://github.com/chekoduadarsh/BlocklyML/blob/main/README.md#ui-features"> UI Features</a>
-   * <a href="https://github.com/chekoduadarsh/BlocklyML/blob/main/README.md#shortcuts"> Shortcuts</a>
-   * <a href="https://github.com/chekoduadarsh/BlocklyML/blob/main/README.md#dataframe-viewer"> Dataframe Viewer</a>
-   * <a href="https://github.com/chekoduadarsh/BlocklyML/blob/main/README.md#download-code"> Download Code</a>
-* <a href="https://github.com/chekoduadarsh/BlocklyML/blob/main/README.md#contribute"> Contribute</a>
-* <a href="https://github.com/chekoduadarsh/BlocklyML/blob/main/README.md#license"> License</a>
+* [Project Title](#blocklyml)
+* [Installlation](#installing-as-blocklyml-app)
+* [UI Features](#ui-features)
+   * [Shortcuts](#shortcuts)
+   * [Dataframe Viewer](#dataframe-viewer)
+   * [Download Code](#download-code)
+* [Contribute](#contribute)
+* [License](#license)
 # Installing as BlocklyML App
 First clone this repo
 
-```
+```shell
 git clone https://github.com/chekoduadarsh/BlocklyML
 ```
 After cloning the repo you can either follow the Docker Method or Flask Method
 
 ### Docker Method
 BlocklyML can run on Docker with the following command :cd:
 
-```
+```shell
 docker run blocklyml-docker
 ```
 ### Flask Method
 
-Install the requirements from requirements.txt with the following command
+Install the requirements from `requirements.txt` with the following command
 
-```
+```shell
 pip install -r requirements.txt 
 ```
 
 then you can run the application by
-```
+```shell
 python app.py
 ```
 
@@ -96,11 +95,11 @@ If you find any error or need support please raise a issue. If you think you can
 
 Feel free to adapt it criticize it and support it the way you like!!
 
-Read : <a href="https://github.com/ThioJoe/YT-Spammer-Purge/blob/main/CONTRIBUTING.md">CONTRIBUTING.md</a>
+Read : [CONTRIBUTING.md](./CONTRIBUTING.md)
 
 
 # License
-<a href="https://www.apache.org/licenses/LICENSE-2.0">Apache License, Version 2.0</a>
+[Apache License, Version 2.0](https://www.apache.org/licenses/LICENSE-2.0)