diff --git a/.readthedocs.yml b/.readthedocs.yml
index 9c8d6fc..42a04c5 100644
--- a/.readthedocs.yml
+++ b/.readthedocs.yml
@@ -9,7 +9,7 @@ version: 2
 build:
   os: ubuntu-20.04
   tools:
-    python: "3.10"
+    python: "3.11"
     # You can also specify other tool versions:
     # nodejs: "16"
     # rust: "1.55"
diff --git a/docs/conf.py b/docs/conf.py
index 9f85b30..8b20ed3 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -18,7 +18,7 @@
 # -- Project information -----------------------------------------------------
 
 project = 'ml_notes.akkefa.com'
-copyright = '2023, Ikram Ali - mrikram1989@gmail.com'
+copyright = '2024, Ikram Ali - mrikram1989@gmail.com'
 author = 'Ikram Ali'
 __version__ = "0.0.1"
 
diff --git a/docs/index.rst b/docs/index.rst
index 66dc97a..5cd1f64 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -52,6 +52,12 @@ Contents
 
    algebra/intro
 
+.. toctree::
+   :caption: Machine Learning
+   :maxdepth: 1
+
+   machine_learning/what_is_machine_learning
+
 .. toctree::
    :caption: Deep learning
    :maxdepth: 1
diff --git a/docs/machine_learning/what_is_machine_learning.md b/docs/machine_learning/what_is_machine_learning.md
new file mode 100644
index 0000000..50648a2
--- /dev/null
+++ b/docs/machine_learning/what_is_machine_learning.md
@@ -0,0 +1,31 @@
+---
+file_format: mystnb
+kernelspec:
+  name: python3
+---
+
+```{title} What are Machine Learning?
+```
+
+# What is Machine Learning?
+
+
+
+```{image} https://media.geeksforgeeks.org/wp-content/uploads/20230413160822/Maachine-Learning.webp
+:align: center
+:alt: What is machine learning and deep learning
+:width: 40%
+```
+
+## Overview
+
+::::{grid}
+
+:::{grid-item-card} 
+Machine Learning
+^^^^^^^^^^^^^^^^^
+development of computer systems that can learn to more accurately predict the outcomes without
+following explicit instructions, by using algorithms and statistical models to draw inferences from patterns in data.
+
+:::
+::::
diff --git a/requirements.txt b/requirements.txt
index 1db4d1b..6995c95 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,4 +1,5 @@
 Sphinx~=7.2
 -r docs/requirements.txt
 sphinx_rtd_theme
+sphinx-rtd-theme
 sphinx-autobuild
\ No newline at end of file