diff --git a/Introduction/2-history-of-ML/README.md b/Introduction/2-history-of-ML/README.md
index ce761a9802f71f78eb2980fa50c3913668ad388f..fed3e3a9b03ffe482412db46923bcc97d20063df 100644
--- a/Introduction/2-history-of-ML/README.md
+++ b/Introduction/2-history-of-ML/README.md
@@ -17,10 +17,13 @@ The history of Artificial Intelligence as a field is intertwined with the histor
 - 1957 [Perceptron](https://wikipedia.org/wiki/Perceptron) is a type of linear classifier invented by American psychologist Frank Rosenblatt that underlies advances in deep learning. 
 - 1967 [Nearest Neighbor](https://wikipedia.org/wiki/Nearest_neighbor) is an algorithm originally designed to map routes. In an ML context it is used to  detect patterns.
 - 1970 [Backpropagation](https://wikipedia.org/wiki/Backpropagation) is used to train [feedforward neural networks](https://wikipedia.org/wiki/Feedforward_neural_network) 
-- 1982 [Recurrent Neural Network](https://wikipedia.org/wiki/Recurrent_neural_network) are artificial neural networks derived from feedforward neural networks that create temporal graphs.   
+- 1982 [Recurrent Neural Network](https://wikipedia.org/wiki/Recurrent_neural_network) are artificial neural networks derived from feedforward neural networks that create temporal graphs.
+
+✅ Do a little research. What other dates stand out as pivotal in the history of ML and AI?
+
 ## 1950: Machines that Think
 
-Alan Turing
+Alan Turing, a truly remarkable person who was voted [by the public in 2019](https://en.wikipedia.org/wiki/Icons:_The_Greatest_Person_of_the_20th_Century) as the greatest scientist of the 20th century, was 
 
 ## 1956: Dartmouth Research Project
 
@@ -80,7 +83,7 @@ AI started as a single area, now there are many parts and they cross-collaborate
 [![The history of Deep Learning](https://img.youtube.com/vi/mTtDfKgLm54/0.jpg)](https://www.youtube.com/watch?v=mTtDfKgLm54 "The history of Deep Learning")
 > Yann LeCun discusses the history of Deep Learning in this lecture
 
-✅ Knowledge Check - use this moment to stretch students' knowledge with open questions
+
 ## 🚀Challenge
 
 Add a challenge for students to work on collaboratively in class to enhance the project
diff --git a/NLP/1-Introduction-to-NLP/README.md b/NLP/1-Introduction-to-NLP/README.md
index b008936613433ff82b91806b10bfe720a6459357..e4c273d2bdd42a8758e80e734e727acde24c477d 100644
--- a/NLP/1-Introduction-to-NLP/README.md
+++ b/NLP/1-Introduction-to-NLP/README.md
@@ -114,7 +114,7 @@ Choose one of the "stop and consider" elements above and either try to implement
 
 In the next lesson, you'll learn about a number of other approaches to parsing natural language and machine learning.
 
-## [Pre-lecture quiz](https://jolly-sea-0a877260f.azurestaticapps.net/quiz/30/)
+## [Post-lecture quiz](https://jolly-sea-0a877260f.azurestaticapps.net/quiz/30/)
 
 ## Review & Self Study
 
diff --git a/NLP/2-Tasks/README.md b/NLP/2-Tasks/README.md
index a32583422acb0af472d2e04fce20c2adc994b109..b50eef5e9cb88314890b0698311993a0b72a5559 100644
--- a/NLP/2-Tasks/README.md
+++ b/NLP/2-Tasks/README.md
@@ -179,7 +179,7 @@ One possible solution to the task is [here](solution/bot.py)
 
 Take a task in the prior knowledge check and try to implement it. Test the bot on a friend. Can it trick them? Can you make your bot more 'believable?'
 
-## [Pre-lecture quiz](https://jolly-sea-0a877260f.azurestaticapps.net/quiz/32/)
+## [Post-lecture quiz](https://jolly-sea-0a877260f.azurestaticapps.net/quiz/32/)
 
 ## Review & Self Study
 
diff --git a/NLP/3-Translation-Sentiment/README.md b/NLP/3-Translation-Sentiment/README.md
index e276bf6ed66b353a7986efeaa9d20669079954f0..e47b8d3a06bada3765310dde36e5594cbf30dc93 100644
--- a/NLP/3-Translation-Sentiment/README.md
+++ b/NLP/3-Translation-Sentiment/README.md
@@ -138,7 +138,7 @@ Here is a sample [solution](solutions/book.py).
 
 Can you make Marvin even better by extracting other features from the user input?
 
-## [Pre-lecture quiz](https://jolly-sea-0a877260f.azurestaticapps.net/quiz/34/)
+## [Post-lecture quiz](https://jolly-sea-0a877260f.azurestaticapps.net/quiz/34/)
 
 ## Review & Self Study