Update README.md

README.md

@@ -13,4 +13,14 @@ Welcome to the Hugging Face NLP course!  Dive into the fascinating world of Natu
 
 If you're new to the course, we suggest starting with Chapter 1 for a foundational understanding.  
 
-👉 If you're looking forward to new units, follow this org!
+👉 If you're looking forward to new units, follow this org!
+
+## New Chapters!
+
+<div style="width: 300px; border: 1px solid #ccc; padding: 20px; margin: 20px auto; box-shadow: 2px 2px 5px rgba(0, 0, 0, 0.1); background-color: #f8f8f8; border-radius: 8px;">
+  <img src="your-course-image.jpg" alt="Course Image" style="width: 100%; max-height: 200px; object-fit: cover; margin-bottom: 10px; border-radius: 5px 5px 0 0;">
+  <h2 style="color: #333; margin-bottom: 10px;">NEW COURSE!</h2>
+  <p style="margin-bottom: 15px; line-height: 1.4;">The NLP course has a new chapter on Supervised Fine-Tuning!</p>
+  <p style="margin-bottom: 15px; line-height: 1.4;">This new chapter will guide you through: Chat Templates, Supervised Fine-Tuning (SFT), Low Rank Adaptation (LoRA), and Evaluation.</p>
+  <a href="https://huggingface.co/learn/nlp-course/en/chapter11/1" style="display: inline-block; padding: 10px 20px; background-color: #007bff; color: white; text-decoration: none; border-radius: 5px; transition: background-color 0.3s ease;" onmouseover="this.style.backgroundColor='#0056b3'" onmouseout="this.style.backgroundColor='#007bff'">Follow for Updates</a>
+</div>