diff --git a/soa/tracks/ml/1.md b/soa/tracks/ml/1.md
index 8ae42f1..863358b 100644
--- a/soa/tracks/ml/1.md
+++ b/soa/tracks/ml/1.md
@@ -1,5 +1,5 @@
-# ML Track
+# Week 1
Welcome to the ML track. We hope you're really excited for this.
For starters we'll brush up your Python Skills. This includes your understanding of the following:
diff --git a/soa/tracks/ml/2.md b/soa/tracks/ml/2.md
index 87c9c12..a5519fb 100644
--- a/soa/tracks/ml/2.md
+++ b/soa/tracks/ml/2.md
@@ -1,5 +1,5 @@
-# ML Track - Week 2
+## Week 2
We hope you're really excited to get started with actual Machine Learning. But just hold on!!
A big problem in machine learning algorithms is that, they're not humans. They are just bunch of formulas being applied in a loop of conditional statements.
diff --git a/soa/tracks/ml/3.md b/soa/tracks/ml/3.md
index 17ad2b3..05604ce 100644
--- a/soa/tracks/ml/3.md
+++ b/soa/tracks/ml/3.md
@@ -1,5 +1,5 @@
-# ML Track - Week 3
+## Week 3
Congratulations for making upto here!
As now we've completed the preprocessing methods, we can start with Machine Learing Algorithms.
diff --git a/soa/tracks/ml/4.md b/soa/tracks/ml/4.md
index 271c06e..db4d553 100644
--- a/soa/tracks/ml/4.md
+++ b/soa/tracks/ml/4.md
@@ -1,5 +1,5 @@
-# ML Track - Week 4
+## Week 4
This week we are going to learn a type of widely used supervised machine learning algorithm - **Classification**.
Classification is the process of predicting the class of given data points.
diff --git a/soa/tracks/ml/5.md b/soa/tracks/ml/5.md
index 2db37b2..726fd24 100644
--- a/soa/tracks/ml/5.md
+++ b/soa/tracks/ml/5.md
@@ -1,5 +1,5 @@
-# ML Track - Week 5
+## Week 5
Congratulations! You have come mid-way!
Now, let's learn how good or bad our model is performing and why?
diff --git a/soa/tracks/ml/6.md b/soa/tracks/ml/6.md
index f9875b4..ee2b58d 100644
--- a/soa/tracks/ml/6.md
+++ b/soa/tracks/ml/6.md
@@ -1,5 +1,5 @@
-# ML Track - Week 6
+## Week 6
Congratulations!
You have come a long way! Till now we have been working on supervised machine learning , so, now gear up for the first chapter of unsupervised machine learning - Clustering .
diff --git a/soa/tracks/ml/7.md b/soa/tracks/ml/7.md
index d6cd273..c92cb70 100644
--- a/soa/tracks/ml/7.md
+++ b/soa/tracks/ml/7.md
@@ -1,5 +1,5 @@
-# ML Track-Week 7
+## Week 7
Congratulations for making it upto here!
diff --git a/soa/tracks/ml/8.md b/soa/tracks/ml/8.md
index 8ee6709..1488f88 100644
--- a/soa/tracks/ml/8.md
+++ b/soa/tracks/ml/8.md
@@ -1,5 +1,5 @@
-## ML Track-Week 8
+## Week 8
Now, let us boost our learning.
This week will introduce you to algorithms that can boost the accuracy of your model.