diff --git a/soa/tracks/ml/8.md b/soa/tracks/ml/8.md
index 3615d0d..8ee6709 100644
--- a/soa/tracks/ml/8.md
+++ b/soa/tracks/ml/8.md
@@ -1,5 +1,5 @@
-# ML Track-Week 8
+## ML Track-Week 8
Now, let us boost our learning.
This week will introduce you to algorithms that can boost the accuracy of your model.
diff --git a/soa/tracks/python/1.md b/soa/tracks/python/1.md
index 5dd7082..83e82f6 100644
--- a/soa/tracks/python/1.md
+++ b/soa/tracks/python/1.md
@@ -1,3 +1,4 @@
+
## Running Python
Python usually comes pre-installed if you're using a linux based system like [Ubuntu](https://ubuntu.com/), [Archlinux](https://www.archlinux.org/), or [Fedora](https://getfedora.org/). You can run the terminal application on these systems and just type `python` to access python.
diff --git a/soa/tracks/python/2.md b/soa/tracks/python/2.md
index afed286..0d86b82 100644
--- a/soa/tracks/python/2.md
+++ b/soa/tracks/python/2.md
@@ -1,3 +1,4 @@
+
## Basic math
Python has a way to express mathematical operations so that you can do things
diff --git a/soa/tracks/python/3.md b/soa/tracks/python/3.md
index 5fa5cfd..99b5759 100644
--- a/soa/tracks/python/3.md
+++ b/soa/tracks/python/3.md
@@ -1,3 +1,4 @@
+
## Decision Making
We make decisions everyday and based on them do either one thing or another. What should I cook? Does my bike need petrol?
diff --git a/soa/tracks/python/4.md b/soa/tracks/python/4.md
index a9d7e8e..6e77103 100644
--- a/soa/tracks/python/4.md
+++ b/soa/tracks/python/4.md
@@ -1,3 +1,4 @@
+
## Strings
Strings are sequences of characters. Your name can be considered as a string. To create a string, put the sequence of characters inside quotes. Python does not care if they are single quotes or double quotes and so `'pyjaipur'` and `"pyjaipur"` are the same value. You can read more about python string [in the python docs](https://docs.python.org/3/tutorial/introduction.html#strings).