docs: improve README clarity and formatting

Author: krishnahanda484

README.md

@@ -1,7 +1,7 @@
 <div align="center">
 <!-- Title: -->
   <a href="https://github.com/TheAlgorithms/">
-    <img src="https://raw.githubusercontent.com/TheAlgorithms/website/1cd824df116b27029f17c2d1b42d81731f28a920/public/logo.svg" height="100">
+    <img src="https://raw.githubusercontent.com/TheAlgorithms/website/1cd824df116b27029f17c2d1b42d81731f28a920/public/logo.svg" height="100" alt="The Algorithms Logo">
   </a>
   <h1><a href="https://github.com/TheAlgorithms/">The Algorithms</a> - Python</h1>
 
@@ -13,7 +13,7 @@
   <a href="https://github.com/TheAlgorithms/Python/blob/master/CONTRIBUTING.md">
     <img src="https://img.shields.io/static/v1.svg?label=Contributions&message=Welcome&color=0059b3&style=flat-square" height="20" alt="Contributions Welcome">
   </a>
-  <img src="https://img.shields.io/github/repo-size/TheAlgorithms/Python.svg?label=Repo%20size&style=flat-square" height="20">
+  <img src="https://img.shields.io/github/repo-size/TheAlgorithms/Python.svg?label=Repo%20size&style=flat-square" height="20" alt="Repository size">
   <a href="https://the-algorithms.com/discord">
     <img src="https://img.shields.io/discord/808045925556682782.svg?logo=discord&colorB=7289DA&style=flat-square" height="20" alt="Discord chat">
   </a>
@@ -27,26 +27,32 @@
     <img src="https://img.shields.io/github/actions/workflow/status/TheAlgorithms/Python/build.yml?branch=master&label=CI&logo=github&style=flat-square" height="20" alt="GitHub Workflow Status">
   </a>
   <a href="https://github.com/pre-commit/pre-commit">
-    <img src="https://img.shields.io/badge/pre--commit-enabled-brightgreen?logo=pre-commit&logoColor=white&style=flat-square" height="20" alt="pre-commit">
+    <img src="https://img.shields.io/badge/pre--commit-enabled-brightgreen?logo=pre-commit&logoColor=white&style=flat-square" height="20" alt="pre-commit enabled">
   </a>
   <a href="https://docs.astral.sh/ruff/formatter/">
-    <img src="https://img.shields.io/static/v1?label=code%20style&message=ruff&color=black&style=flat-square" height="20" alt="code style: black">
+    <img src="https://img.shields.io/static/v1?label=code%20style&message=ruff&color=black&style=flat-square" height="20" alt="code style: ruff">
   </a>
 
 <!-- Short description: -->
-  <h3>All algorithms implemented in Python - for education 📚</h3>
+  <h3>All algorithms implemented in Python — for education 📚</h3>
 </div>
 
-Implementations are for learning purposes only. They may be less efficient than the implementations in the Python standard library. Use them at your discretion.
+This repository contains educational implementations of common algorithms and data structures in **Python**.
+
+> These implementations are intended for learning. They may be less efficient than Python’s built-in modules or standard library solutions. Use them at your discretion.
 
 ## 🚀 Getting Started
 
-📋 Read through our [Contribution Guidelines](CONTRIBUTING.md) before you contribute.
+Before contributing, please read our **[Contribution Guidelines](CONTRIBUTING.md)**.
 
 ## 🌐 Community Channels
 
-We are on [Discord](https://the-algorithms.com/discord) and [Gitter](https://gitter.im/TheAlgorithms/community)! Community channels are a great way for you to ask questions and get help. Please join us!
+Join the community on:
+- **[Discord](https://the-algorithms.com/discord)**
+- **[Gitter](https://gitter.im/TheAlgorithms/community)**
+
+These channels are a great place to ask questions, get feedback, and collaborate with other contributors.
 
 ## 📜 List of Algorithms
 
-See our [directory](DIRECTORY.md) for easier navigation and a better overview of the project.
+For an overview of the repository structure, see **[DIRECTORY.md](DIRECTORY.md)**.