Update documentation for pre-release v0.1.0-beta

CHANGELOG.md

@@ -1,3 +1,11 @@
 # Changelog
 
 <p align = "justify">All notable changes to this <code><b>repository</b></code> will be documented here. The format is based on <a href = "https://keepachangelog.com/en/1.0.0/">Keep a Changelog</a>, and this project adheres to <a href = "https://semver.org/spec/v2.0.0.html">Semantic Versioning</a>.</p>
+
+## [v0.1.0-beta](https://github.com/ZenithClown/ai-ml-project-template/releases/tag/v0.1.0-beta)
+
+A template for quickly starting a machine learning, artificial intelligence or data science project. The repository contains all necessary files and structure that might be used in a project. This pre-release contains the following:
+ 1. Seperate directory structure for safe keeping [data](data) and [output](output) from code files.
+ 2. [Notebooks](notebooks) directory can be used for storing Jupyter Notebooks.
+ 3. Seperate [src](src) directory that contains [agents](src/agents/), [engine](src/engine/) and [models](src/models/) for configuring any reinforcement learning project. This directory (if not required) can be removed.
+ 4. The [static](static) and [utilities](utilities) can be used to store additional files, while [logs](logs) is an essential files for tracking code progress.