Update README.md

README.md

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   <h2 style="color: #333; margin-bottom: 10px;">NEW CHAPTERS!</h2>
     <p style="margin-bottom: 15px; line-height: 1; color: black;">The NLP course has a new chapter on Supervised Fine-Tuning!</p>
   <p style="margin-bottom: 15px; line-height: 1; color: black;">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'">Check it out</a>
+  <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'">Learn it now</a>
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