diff --git a/client/src/pages/guide/english/machine-learning/bayes-classifier/index.md b/client/src/pages/guide/english/machine-learning/bayes-classifier/index.md
index 6bff5865de..a53db67ba4 100644
--- a/client/src/pages/guide/english/machine-learning/bayes-classifier/index.md
+++ b/client/src/pages/guide/english/machine-learning/bayes-classifier/index.md
@@ -13,7 +13,7 @@ Bayes Classifier models uncertainty by keeping probabilities for each of the pos
 #### Suggested Reading:
 <!-- Please add any articles you think might be helpful to read before writing the article -->
 
-- https://monkeylearn.com/blog/practical-explanation-naive-bayes-classifier/
-- https://en.wikipedia.org/wiki/Naive_Bayes_classifier
-- https://youtu.be/XcwH9JGfZOU (Part 1)
-- https://youtu.be/k2diLn5Nqbs (Part 2)
+- [A practical explanation of a Naive Bayes classifier](https://monkeylearn.com/blog/practical-explanation-naive-bayes-classifier/)
+- [Naive Bayes classifier](https://en.wikipedia.org/wiki/Naive_Bayes_classifier)
+- [How Naive Bayes Classifier Works 1/2](https://youtu.be/XcwH9JGfZOU)
+- [How Naive Bayes Classifier Works 2/2](https://youtu.be/k2diLn5Nqbs)