Update README.md

README.md

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-<img src="bunka_logo.png" alt="Logo" width="600"/>
+<p align="center">
+  <img src="bunka_logo.png" alt="Bunka Logo" width="600"/>
+</p>
 
+<h1 align="center">Welcome to Bunka</h1>
 
-Bunka provides visual investigation of textual datasets, using Topic Modeling and Frame Analysis.
-Whether you want to understand your training datasets, its content or what its missing before fine-tuning your model, you are at the right place !
+<p align="center">
+  Bunka provides visual investigation of textual datasets, using Topic Modeling and Frame Analysis.
+</p>
 
-https://www.bunka.ai/
+<p align="center">
+  Whether you want to understand your training datasets, its content or what it's missing before fine-tuning your model, you're at the right place!
+</p>
 
-Please visit our Github Profile: https://github.com/charlesdedampierre/BunkaTopics
+<p align="center">
+  <a href="https://www.bunka.ai/">🌐 Website</a> |
+  <a href="https://github.com/charlesdedampierre/BunkaTopics">📚 GitHub</a> |
+  <a href="https://beta.bunkasearch.com/">🚀 Bunka Platform</a>
+</p>
 
-# Topic Modeling
+<p align="center">
+  <a href="https://github.com/charlesdedampierre/BunkaTopics"><img src="https://img.shields.io/badge/GitHub-100000?style=for-the-badge&logo=github&logoColor=white" alt="GitHub"></a>
+  <a href="https://www.linkedin.com/company/85881815"><img src="https://img.shields.io/badge/LinkedIn-0077B5?style=for-the-badge&logo=linkedin&logoColor=white" alt="LinkedIn"></a>
+  <a href="https://discord.gg/3YRPVqXabQ"><img src="https://img.shields.io/badge/Discord-7289DA?style=for-the-badge&logo=discord&logoColor=white" alt="Discord"></a>
+  <a href="https://huggingface.co/bunkalab"><img src="https://img.shields.io/badge/🤗%20Hugging%20Face-ffce6b?style=for-the-badge" alt="Hugging Face"></a>
+</p>
+
+## 🚀 Explore Our Platform
+
+<p align="center">
+  <a href="https://beta.bunkasearch.com/">
+    <img src="platform_hub.png" alt="Bunka Platform Overview" width="800"/>
+  </a>
+</p>
+
+## 🧠 Topic Modeling
 
 We summarize information with Topic Modeling & Generative AI for RAG.
-This provides an overview of your dataset contents in the blink of an eye !
+This provides an overview of your dataset contents in the blink of an eye!
 
-<img src="newsmap.png" alt="Logo" width="600"/>
+<p align="center">
+  <img src="newsmap.png" alt="Topic Modeling Example" width="600"/>
+</p>
 
-# Frame Analysis
+## 🖼️ Frame Analysis
 
 We project information on a supervised Axis to Explore textual data in a completely new way.
-This allows you to investigate potential biases, or filter the content of your dataset in order to clean it faster !
+This allows you to investigate potential biases, or filter the content of your dataset in order to clean it faster!
+
+<p align="center">
+  <img src="bourdieu.png" alt="Frame Analysis Example" width="600"/>
+</p>
+
+## 🎬 Example: IMDB Dataset Visualization
+
+Explore our visualization of the IMDB dataset:
+
+<p align="center">
+  <a href="https://beta.bunkasearch.com/map/206">
+    <img src="imdb_dataset.png" alt="IMDB Dataset Visualization" width="800"/>
+  </a>
+</p>
+
+## 🤝 Join Our Community
 
-<img src="bourdieu.png" alt="Logo" width="600"/>
+We're excited to have you join our community! Feel free to reach out on any of our platforms for questions, suggestions, or collaborations.