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README.md

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-# The NLP Course
+# The Reasoning Course
 
-Welcome to the Hugging Face NLP course!  Dive into the fascinating world of Natural Language Processing and learn to apply cutting-edge techniques using Python and the Hugging Face ecosystem.  
+Welcome to the Hugging Face Reasoning Course!  This is a specific cohort of the [Hugging Face NLP Course](https://huggingface.co/learn/nlp-course/chapter1/1), which focuses on fine-tuning models for reasoning abilities.
 
-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!
+We are exploring [Open R1](https://github.com/huggingface/open-r1), a groundbreaking community project that's making advanced AI accessible to everyone. Specifically, this course is to help students and learners to use  [Open R1](https://github.com/huggingface/open-r1) in their own projects. Any maybe even contribute to the community project!
 
 <div style="width: 100%; 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="https://cdn-avatars.huggingface.co/v1/production/uploads/62d648291fa3e4e7ae3fa6e8/Jm3GYn6LHuasiLSlj03hd.png" alt="Course Image" style="width: 3em; max-height: 3em; border-radius: 5px 5px 0 0;">
-  <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'">Learn it now</a>
-</div>
+  <h2 style="color: #333; margin-bottom: 10px;">📣 This course is LIVE right now! If you want to join in, follow this org!</h2>
+  <a href="https://huggingface.co/learn/nlp-course/en/chapter12/1" 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>
+</div>
+
+## Next releases
+
+| Date | Unit |
+|------|------|
+| March 7th, 2025 | No-Code Exam and Certification |
+| March 14th, 2025 | Next Practical Exercise |
+| March 21st, 2025 | Interactive code review |
+| March 2025 | [Unsloth Exercise](https://huggingface.co/datasets/unsloth) on fine-tuning a model with GRPO |
+| April 2025 | More written material on building reasoning models |
+| April 2025 | Live sessions on building Open R1 |
+| April 2025 | Code Exam and Certification |
+