Update README.md

README.md

@@ -9,17 +9,21 @@ pinned: false
 
 # Welcome to The Context Course
 
-![The Context Course — Machine Learning with Agent Context](https://huggingface.co/datasets/context-course/images/resolve/main/banner.png)
-
 **The Context Course** is a free, hands-on course on doing machine learning with agent context. You'll learn to train models, optimize inference, and build datasets — all by defining agent context with `SKILLS.md`, Plugins, MCP, Subagents, and Hooks.
 
 Whether you use Claude Code, Codex, or OpenCode, this course will teach you to give agents the right knowledge, tools, and structure to do real ML work.
 
+## How to join the course
+
+First, you need to join this org to get info about the course:
+
 <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-image: linear-gradient(to bottom, #2d2d2d, #1a1a1a); border-radius: 8px;">
   <h2 style="color: #e0e0e0; margin-bottom: 10px;">🚀 Ready to start? Enroll now — it's free.</h2>
   <a href="https://huggingface.co/organizations/context-course/share/TODO" style="display: inline-block; padding: 10px 20px; background-color: #4a9eff; color: white; text-decoration: none; border-radius: 5px; font-weight: bold; transition: background-color 0.3s ease;" onmouseover="this.style.backgroundColor='#3a8eef'" onmouseout="this.style.backgroundColor='#4a9eff'">Join the Course</a>
 </div>
 
+Our first livestream will be May 12th, so sign up on YouTube. 
+
 <a href="https://youtube.com/live/269l_UN3qRI?feature=share" style="text-decoration: none; color: inherit; display: block; width: 100%; margin: 20px 0;">
   <div style="padding: 15px; border-radius: 8px; background-image: linear-gradient(to bottom, #ffe0e0, #ffcccc); box-shadow: 1px 1px 3px rgba(0,0,0,0.1); border: 2px solid #e74c3c; display: flex; justify-content: space-between; align-items: center; transition: all 0.3s ease;" onmouseover="this.style.transform='scale(1.02)'; this.style.boxShadow='2px 2px 8px rgba(0,0,0,0.2)';" onmouseout="this.style.transform='scale(1)'; this.style.boxShadow='1px 1px 3px rgba(0,0,0,0.1)';">
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@@ -29,7 +33,7 @@ Whether you use Claude Code, Codex, or OpenCode, this course will teach you to g
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 </a>
 
-## 🔬 Deep Dive Projects
+## Deep Dive Projects
 
 The course includes three hands-on ML projects that you'll tackle using agent context:
 
@@ -39,11 +43,11 @@ The course includes three hands-on ML projects that you'll tackle using agent co
 
 Each project is designed to be completed with a code agent — you'll define the context that makes it work.
 
-## 🏆 Interactive Quizzes
+## Interactive Quizzes
 
 Each unit includes quizzes to test your understanding. Complete them to track your progress and earn your certificate.
 
-## 🛠️ Supported Agents
+## Supported Agents
 
 This course works with multiple code agents. Instructions are provided for all three:
 
@@ -54,20 +58,20 @@ This course works with multiple code agents. Instructions are provided for all t
 
 If you use Cursor or GitHub Copilot, the concepts still transfer — their MCP and extension UX just isn't covered step-by-step.
 
-## 📋 Prerequisites
+## Prerequisites
 
 - Basic familiarity with Python and the command line
 - A [Hugging Face account](https://huggingface.co/join)
 - At least one code agent installed (Claude Code, Codex, or OpenCode)
 
-## 🤝 Contribute
+## Contribute
 
 This course is open source and contributions are welcome!
 
 - Found a bug or want to improve content? Open an issue or PR on [GitHub](https://github.com/huggingface/context-course).
 - Want to add a full section or unit? Open an issue first to discuss with the team.
 
-## ❓ Questions?
+## Questions?
 
 Open a [community discussion](https://huggingface.co/organizations/context-course/discussions) on the org page, or ask during the weekly live AMA.