diff --git a/docs/intro.md b/docs/intro.md
index bdd65ee..2b1ed53 100644
--- a/docs/intro.md
+++ b/docs/intro.md
@@ -2,51 +2,24 @@
sidebar_position: 1
---
-# Tutorial Intro
+# Course Intro
-Let's discover **Docusaurus in less than 5 minutes**.
-## Getting Started
-Get started by **creating a new site**.
+## Section 1: Foundations of Artificial Intelligence
-Or **try Docusaurus immediately** with **[docusaurus.new](https://docusaurus.new)**.
+:::info
+Listen to the summary in podcast format
+
+:::
+[Section 1 - Foundations of Artificial Intelligence](/docs/category/section-1-foundations-of-artificial-intelligence)
-### What you'll need
+## Section 2: Building and Using AI System
-- [Node.js](https://nodejs.org/en/download/) version 18.0 or above:
- - When installing Node.js, you are recommended to check all checkboxes related to dependencies.
-
-## Generate a new site
-
-Generate a new Docusaurus site using the **classic template**.
-
-The classic template will automatically be added to your project after you run the command:
-
-```bash
-npm init docusaurus@latest my-website classic
-```
-
-You can type this command into Command Prompt, Powershell, Terminal, or any other integrated terminal of your code editor.
-
-The command also installs all necessary dependencies you need to run Docusaurus.
-
-## Start your site
-
-Run the development server:
-
-```bash
-cd my-website
-npm run start
-```
-
-The `cd` command changes the directory you're working with. In order to work with your newly created Docusaurus site, you'll need to navigate the terminal there.
-
-The `npm run start` command builds your website locally and serves it through a development server, ready for you to view at http://localhost:3000/.
-
-Open `docs/intro.md` (this page) and edit some lines: the site **reloads automatically** and displays your changes.
-
-
+/>-->
diff --git a/docs/section1/Intoduction/_category_.json b/docs/section1/Intoduction/_category_.json
deleted file mode 100644
index 1701316..0000000
--- a/docs/section1/Intoduction/_category_.json
+++ /dev/null
@@ -1,7 +0,0 @@
-{
- "position": 1,
- "link": {
- "type": "generated-index",
- "description": "5 minutes to learn the most important Docusaurus concepts."
- }
-}
diff --git a/docs/section1/Intoduction/Define and describe deep learning.md b/docs/section1/Introduction/Deep Learning.md
similarity index 97%
rename from docs/section1/Intoduction/Define and describe deep learning.md
rename to docs/section1/Introduction/Deep Learning.md
index 5c23a87..b304730 100644
--- a/docs/section1/Intoduction/Define and describe deep learning.md
+++ b/docs/section1/Introduction/Deep Learning.md
@@ -1,4 +1,12 @@
-# Deep Learning: Principles, Applications, and Challenges
+## Deep Learning: Principles, Applications, and Challenges
+
+:::tip
+You can listen and follow along with your reading.
+
+:::
**Deep learning** is a **subset of machine learning (ML)** that utilizes **multilayered artificial neural networks** (also known as deep neural networks) to learn autonomously from large amounts of data, identify complex patterns, and make decisions or predictions with minimal human intervention. It forms the foundation for most artificial intelligence (AI) applications in use today. The term "deep" refers to the presence of multiple layers—typically **three or more hidden layers**, but often hundreds or even thousands—between the input and output layers in its neural network architecture.
diff --git a/docs/section1/Intoduction/Definition of AI.md b/docs/section1/Introduction/Definition of AI.md
similarity index 95%
rename from docs/section1/Intoduction/Definition of AI.md
rename to docs/section1/Introduction/Definition of AI.md
index 323b386..acdb067 100644
--- a/docs/section1/Intoduction/Definition of AI.md
+++ b/docs/section1/Introduction/Definition of AI.md
@@ -1,5 +1,17 @@
+---
+sidebar_position: 1
+---
+
## The World of Artificial Intelligence: An Overview
+:::tip
+You can listen and follow along with your reading.
+
+:::
+
Artificial intelligence (AI) is a broad field of computer science and technology focused on creating machines and computer systems that can **simulate or replicate human intelligence**. Its fundamental goal is to enable software and machines to **reason, learn, and act in ways that would normally require human cognitive abilities**.
### Core Capabilities and Functions of AI
diff --git a/docs/section1/Intoduction/Describe the history of AI from the past to the possible future.md b/docs/section1/Introduction/History of AI.md
similarity index 97%
rename from docs/section1/Intoduction/Describe the history of AI from the past to the possible future.md
rename to docs/section1/Introduction/History of AI.md
index 535c828..d537c96 100644
--- a/docs/section1/Intoduction/Describe the history of AI from the past to the possible future.md
+++ b/docs/section1/Introduction/History of AI.md
@@ -1,4 +1,16 @@
-# The Evolution of Artificial Intelligence: From Myth to Modernity
+---
+sidebar_position: 2
+---
+
+## The Evolution of Artificial Intelligence: From Myth to Modernity
+
+:::tip
+You can listen and follow along with your reading.
+
+:::
The history of artificial intelligence (AI) stretches back to ancient myths and philosophical concepts of thinking machines, evolving through distinct periods of development, breakthroughs, and challenges, leading to its current impactful presence and speculative future.
diff --git a/docs/section1/Intoduction/Describe three levels of artificial intelligence.md b/docs/section1/Introduction/Levels of AI.md
similarity index 96%
rename from docs/section1/Intoduction/Describe three levels of artificial intelligence.md
rename to docs/section1/Introduction/Levels of AI.md
index aef6ee6..6f99660 100644
--- a/docs/section1/Intoduction/Describe three levels of artificial intelligence.md
+++ b/docs/section1/Introduction/Levels of AI.md
@@ -1,4 +1,17 @@
-# Understanding AI: Types and Capabilities
+---
+sidebar_position: 3
+---
+
+## Understanding AI: Types and Capabilities
+
+:::tip
+You can listen and follow along with your reading.
+
+:::
+
Artificial intelligence (AI) can be described across **different levels or types**, reflecting its capabilities and how it processes information. The sources provide two main frameworks for categorising AI: **capability-based levels** and **functionality-based levels**.
diff --git a/docs/section1/Intoduction/Define and describe machine learning.md b/docs/section1/Introduction/Machine Learning.md
similarity index 96%
rename from docs/section1/Intoduction/Define and describe machine learning.md
rename to docs/section1/Introduction/Machine Learning.md
index 0ea3314..0126f76 100644
--- a/docs/section1/Intoduction/Define and describe machine learning.md
+++ b/docs/section1/Introduction/Machine Learning.md
@@ -1,4 +1,16 @@
-# Machine Learning: Concepts, Types, and Applications
+---
+sidebar_position: 4
+---
+
+## Machine Learning: Concepts, Types, and Applications
+
+:::tip
+You can listen and follow along with your reading.
+
+:::
**Machine learning (ML)** is a **subset of artificial intelligence (AI)** that focuses on enabling computers and machines to **learn from data and improve their performance on specific tasks without being explicitly programmed for every scenario**. Instead of following fixed, explicit instructions, ML systems use algorithms to **analyse large volumes of data, identify patterns, and then make predictions or decisions based on what they learn**.
diff --git a/docs/section1/Introduction/_category_.json b/docs/section1/Introduction/_category_.json
new file mode 100644
index 0000000..7944e8d
--- /dev/null
+++ b/docs/section1/Introduction/_category_.json
@@ -0,0 +1,6 @@
+{
+ "position": 1,
+ "link": {
+ "type": "generated-index"
+ }
+}
diff --git a/docs/section1/_category_.json b/docs/section1/_category_.json
index 32458cf..ce383bf 100644
--- a/docs/section1/_category_.json
+++ b/docs/section1/_category_.json
@@ -3,6 +3,6 @@
"position": 2,
"link": {
"type": "generated-index",
- "description": "5 minutes to learn the most important Docusaurus concepts."
+ "description": "Understand what AI is, how it evolved, and the basic concepts behind modern systems."
}
}
diff --git a/docs/section1/congratulations.md b/docs/section1/congratulations.md
deleted file mode 100644
index 04771a0..0000000
--- a/docs/section1/congratulations.md
+++ /dev/null
@@ -1,23 +0,0 @@
----
-sidebar_position: 6
----
-
-# Congratulations!
-
-You have just learned the **basics of Docusaurus** and made some changes to the **initial template**.
-
-Docusaurus has **much more to offer**!
-
-Have **5 more minutes**? Take a look at **[versioning](../tutorial-extras/manage-docs-versions.md)** and **[i18n](../tutorial-extras/translate-your-site.md)**.
-
-Anything **unclear** or **buggy** in this tutorial? [Please report it!](https://github.com/facebook/docusaurus/discussions/4610)
-
-## What's next?
-
-- Read the [official documentation](https://docusaurus.io/)
-- Modify your site configuration with [`docusaurus.config.js`](https://docusaurus.io/docs/api/docusaurus-config)
-- Add navbar and footer items with [`themeConfig`](https://docusaurus.io/docs/api/themes/configuration)
-- Add a custom [Design and Layout](https://docusaurus.io/docs/styling-layout)
-- Add a [search bar](https://docusaurus.io/docs/search)
-- Find inspirations in the [Docusaurus showcase](https://docusaurus.io/showcase)
-- Get involved in the [Docusaurus Community](https://docusaurus.io/community/support)
diff --git a/docs/section1/create-a-blog-post.md b/docs/section1/create-a-blog-post.md
deleted file mode 100644
index 550ae17..0000000
--- a/docs/section1/create-a-blog-post.md
+++ /dev/null
@@ -1,34 +0,0 @@
----
-sidebar_position: 3
----
-
-# Create a Blog Post
-
-Docusaurus creates a **page for each blog post**, but also a **blog index page**, a **tag system**, an **RSS** feed...
-
-## Create your first Post
-
-Create a file at `blog/2021-02-28-greetings.md`:
-
-```md title="blog/2021-02-28-greetings.md"
----
-slug: greetings
-title: Greetings!
-authors:
- - name: Joel Marcey
- title: Co-creator of Docusaurus 1
- url: https://github.com/JoelMarcey
- image_url: https://github.com/JoelMarcey.png
- - name: Sébastien Lorber
- title: Docusaurus maintainer
- url: https://sebastienlorber.com
- image_url: https://github.com/slorber.png
-tags: [greetings]
----
-
-Congratulations, you have made your first post!
-
-Feel free to play around and edit this post as much as you like.
-```
-
-A new blog post is now available at [http://localhost:3000/blog/greetings](http://localhost:3000/blog/greetings).
diff --git a/docs/section1/create-a-document.md b/docs/section1/create-a-document.md
deleted file mode 100644
index c22fe29..0000000
--- a/docs/section1/create-a-document.md
+++ /dev/null
@@ -1,57 +0,0 @@
----
-sidebar_position: 2
----
-
-# Create a Document
-
-Documents are **groups of pages** connected through:
-
-- a **sidebar**
-- **previous/next navigation**
-- **versioning**
-
-## Create your first Doc
-
-Create a Markdown file at `docs/hello.md`:
-
-```md title="docs/hello.md"
-# Hello
-
-This is my **first Docusaurus document**!
-```
-
-A new document is now available at [http://localhost:3000/docs/hello](http://localhost:3000/docs/hello).
-
-## Configure the Sidebar
-
-Docusaurus automatically **creates a sidebar** from the `docs` folder.
-
-Add metadata to customize the sidebar label and position:
-
-```md title="docs/hello.md" {1-4}
----
-sidebar_label: 'Hi!'
-sidebar_position: 3
----
-
-# Hello
-
-This is my **first Docusaurus document**!
-```
-
-It is also possible to create your sidebar explicitly in `sidebars.js`:
-
-```js title="sidebars.js"
-export default {
- tutorialSidebar: [
- 'intro',
- // highlight-next-line
- 'hello',
- {
- type: 'category',
- label: 'Tutorial',
- items: ['tutorial-basics/create-a-document'],
- },
- ],
-};
-```
diff --git a/docs/section1/create-a-page.md b/docs/section1/create-a-page.md
deleted file mode 100644
index 20e2ac3..0000000
--- a/docs/section1/create-a-page.md
+++ /dev/null
@@ -1,43 +0,0 @@
----
-sidebar_position: 1
----
-
-# Create a Page
-
-Add **Markdown or React** files to `src/pages` to create a **standalone page**:
-
-- `src/pages/index.js` → `localhost:3000/`
-- `src/pages/foo.md` → `localhost:3000/foo`
-- `src/pages/foo/bar.js` → `localhost:3000/foo/bar`
-
-## Create your first React Page
-
-Create a file at `src/pages/my-react-page.js`:
-
-```jsx title="src/pages/my-react-page.js"
-import React from 'react';
-import Layout from '@theme/Layout';
-
-export default function MyReactPage() {
- return (
- This is a React pageMy React page
-