NLP page descriptions.

our-initiatives/tutorials/index.mdx

@@ -48,17 +48,16 @@ After reading week, we will focus on **Deep Learning**!
 
 - Tutorial 4: **Neural Networks** (Doxa 2)
 - Tutorial 5: **Visual Computing I**
-- Tutorial 6: **Visual Computing II** (Doxa 3)
+- Tutorial 6: **Visual Computing II**
 - Tutorial 7: **Recurrent Neural Networks**
 - Tutorial 8: **ClimateHack.AI Workshop**
 
 ### Term 2
 
 - Tutorial 9: **Natural Language Processing I**
-- Tutorial 10: **Natural Language Processing II** (Doxa 4)
-- Tutorial 11: **Reinforcement Learning I**
-- Tutorial 12: **Reinforcement Learning II** (Doxa 5)
-- Tutorial 13: **ML Career Perspectives and Ongoing Learning Strategies**
+- Tutorial 10: **Natural Language Processing II**
+- Tutorial 11: **Reinforcement Learning**
+- Tutorial 12: **ML Career Perspectives and Ongoing Learning Strategies**
 
 ## Previous Seasons
 

our-initiatives/tutorials/ml-career.md

@@ -2,6 +2,6 @@
 sidebar_position: 15
 ---
 
-# 13: ML Career Perspectives and Ongoing Learning Strategies
+# 12: ML Career Perspectives and Ongoing Learning Strategies
 
 **Date: 7th February 2024**

our-initiatives/tutorials/nlp-1.md

@@ -4,4 +4,8 @@ sidebar_position: 11
 
 # 9: NLP I
 
-**Date: 10th January 2024**
+**Date: 17th January 2024**
+
+**NOTE: We have slightly changed our schedule - the website dates are the most recent updates!! (No session on the 10th Jauary)**
+
+💡 In our first session, we explore **Natural Language Processing (NLP)**, a field aiming to understand and leverage language for problem-solving. We take a closer look at what **language** is and its **mathematical representation**, how algorithms are designed to systematically analyze it, and lastly how we can train a model to **recognise syntax and semantics**. In session one we dive into these topics and develop an understanding of how NLP has enabled breakthroughs in many of the tools and services we interact with daily. 💡

our-initiatives/tutorials/nlp-2.md

@@ -4,4 +4,6 @@ sidebar_position: 12
 
 # 10: NLP II
 
-**Date: 17th January 2024**
+**Date: 24th January 2024**
+
+💡 This week we will look into **NLP applications**. Language **recommendation systems** are present in many tools like social media, dating apps, and music streaming. Have you ever noticed your **social media feed** showing content that weirdly aligns with your interests? NLP is the reason behind this awesome feature! **Dating apps** also use it to help you find potential matches and suggest icebreakers. Even your **music streaming service** quietly relies on NLP to understand your preferences. These behind-the-scenes features make our digital experiences feel customized without us even realizing it, quietly enhancing the way we interact with technology every day. 💡

our-initiatives/tutorials/reinforcement-learning-1.md

@@ -2,6 +2,6 @@
 sidebar_position: 13
 ---
 
-# 11: Reinforcement Learning I
+# 11: Reinforcement Learning
 
-**Date: 24th January 2024**
+**Date: 31st January 2024**