From 4ecf4785b1b2cc9649567d1befd1e20d93866de7 Mon Sep 17 00:00:00 2001
From: Dylan Wilson <dylwil3@gmail.com>
Date: Wed, 19 Apr 2023 12:11:18 -0500
Subject: [PATCH] Typos Bonus2

---
 units/en/unitbonus2/hands-on.mdx     | 8 ++++----
 units/en/unitbonus2/introduction.mdx | 2 +-
 2 files changed, 5 insertions(+), 5 deletions(-)

diff --git a/units/en/unitbonus2/hands-on.mdx b/units/en/unitbonus2/hands-on.mdx
index a49dcf7..95b2cc5 100644
--- a/units/en/unitbonus2/hands-on.mdx
+++ b/units/en/unitbonus2/hands-on.mdx
@@ -1,16 +1,16 @@
 # Hands-on [[hands-on]]
 
-Now that you've learned to use Optuna, we give you some ideas to apply what you've learned:
+Now that you've learned to use Optuna, here are some ideas to apply what you've learned:
 
 1️⃣ **Beat your LunarLander-v2 agent results**, by using Optuna to find a better set of hyperparameters. You can also try with another environment, such as MountainCar-v0 and CartPole-v1.
 
 2️⃣ **Beat your SpaceInvaders agent results**.
 
-By doing that, you're going to see how Optuna is valuable and powerful in training better agents,
+By doing this, you'll see how valuable and powerful Optuna can be in training better agents.
 
-Have fun,
+Have fun!
 
-Finally, we would love **to hear what you think of the course and how we can improve it**. If you have some feedback then, please 👉  [fill this form](https://forms.gle/BzKXWzLAGZESGNaE9)
+Finally, we would love **to hear what you think of the course and how we can improve it**. If you have some feedback then please 👉  [fill out this form](https://forms.gle/BzKXWzLAGZESGNaE9)
 
 ### Keep Learning, stay awesome 🤗
 
diff --git a/units/en/unitbonus2/introduction.mdx b/units/en/unitbonus2/introduction.mdx
index 05c881e..ff2ccf3 100644
--- a/units/en/unitbonus2/introduction.mdx
+++ b/units/en/unitbonus2/introduction.mdx
@@ -1,6 +1,6 @@
 # Introduction [[introduction]]
 
-One of the most critical task in Deep Reinforcement Learning is to **find a good set of training hyperparameters**.
+One of the most critical tasks in Deep Reinforcement Learning is to **find a good set of training hyperparameters**.
 
 <img src="https://raw.githubusercontent.com/optuna/optuna/master/docs/image/optuna-logo.png" alt="Optuna Logo"/>