diff --git a/mlops/mpg-pred-end-to-end-ml/.gitignore b/mlops/mpg-pred-end-to-end-ml/.gitignore
new file mode 100644
index 0000000..af0d952
--- /dev/null
+++ b/mlops/mpg-pred-end-to-end-ml/.gitignore
@@ -0,0 +1,3 @@
+venv-*
+data/*
+!.keep
\ No newline at end of file
diff --git a/mlops/mpg-pred-end-to-end-ml/data/.keep b/mlops/mpg-pred-end-to-end-ml/data/.keep
new file mode 100644
index 0000000..e69de29
diff --git a/mlops/mpg-pred-end-to-end-ml/notebooks/00-EDA.ipynb b/mlops/mpg-pred-end-to-end-ml/notebooks/00-EDA.ipynb
new file mode 100644
index 0000000..0978c47
--- /dev/null
+++ b/mlops/mpg-pred-end-to-end-ml/notebooks/00-EDA.ipynb
@@ -0,0 +1 @@
+{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"00-EDA.ipynb","provenance":[],"collapsed_sections":[],"authorship_tag":"ABX9TyMQhdWuCkCXfys9AKHjg9VJ"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","metadata":{"id":"15SaXqzIKWFV"},"source":["# Exploratory Data Analysis\n"]},{"cell_type":"code","metadata":{"id":"rlCI6y0oKeyC"},"source":[""],"execution_count":null,"outputs":[]}]}
\ No newline at end of file
diff --git a/mlops/mpg-pred-end-to-end-ml/requirements.txt b/mlops/mpg-pred-end-to-end-ml/requirements.txt
new file mode 100644
index 0000000..7790ee1
--- /dev/null
+++ b/mlops/mpg-pred-end-to-end-ml/requirements.txt
@@ -0,0 +1,7 @@
+pandas
+numpy
+sklearn
+flask
+matplotlib
+gunicorn
+seaborn
\ No newline at end of file
diff --git a/mlops/mpg-pred-end-to-end-ml/src/__init__.py b/mlops/mpg-pred-end-to-end-ml/src/__init__.py
new file mode 100644
index 0000000..e69de29