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 # Unit 2: Introduction to Q-Learning
 
-- [Part 1 is published](https://huggingface.co/blog/deep-rl-q-part1)
-- Part 2 **will be published on Friday 📅**
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 In this Unit, we're going to dive deeper into one of the Reinforcement Learning methods: value-based methods and **study our first RL algorithm: Q-Learning**.
 
 We'll also implement our **first RL agent from scratch**: a Q-Learning agent and will train it in two environments:
@@ -15,13 +12,11 @@ We'll also implement our **first RL agent from scratch**: a Q-Learning agent and
 You'll then be able to **compare your agent’s results with other classmates thanks to a leaderboard** 🔥.
 
 This Unit is divided into 2 parts:
-- [Part 1 is published](https://huggingface.co/blog/deep-rl-q-part1)
-- Part 2 will be published on Friday 📅
+- [Part 1](https://huggingface.co/blog/deep-rl-q-part1)
+- [Part 2](https://huggingface.co/blog/deep-rl-q-part2)
 
 <img src="assets/img/two_parts.jpg" alt="Two parts"/>
 
-
-
 This course is **self-paced**, you can start whenever you want.
 
 ## Required time ⏱️