diff --git a/docs/Makefile b/docs/Makefile
index 92d225d..e909606 100644
--- a/docs/Makefile
+++ b/docs/Makefile
@@ -19,10 +19,8 @@ help:
 clean:
 	@echo "[Makefile] cleaning..."
 	@rm -rf "./$(BUILDDIR)"
-	@rm -rf "./$(SOURCEDIR)/examples"
+	# @rm -rf "./$(SOURCEDIR)/examples"
 	@rm -rf "./$(SOURCEDIR)/generated_api"
-	@rm -rf "./$(SOURCEDIR)/quickstart"
-	@rm -rf "./$(SOURCEDIR)/userguide"
 	@rm -rf "./$(SOURCEDIR)/README.rst"
 
 # copy-examples:
diff --git a/docs/source/userguide/101.md b/docs/source/userguide/101.md
new file mode 100644
index 0000000..31b0010
--- /dev/null
+++ b/docs/source/userguide/101.md
@@ -0,0 +1,3 @@
+# Time Series Outlier Detection 101
+
+👷🚧 *Under Construction* 🚧👷‍♀️
\ No newline at end of file
diff --git a/docs/source/userguide/installation.md b/docs/source/userguide/installation.md
new file mode 100644
index 0000000..f9c4e1b
--- /dev/null
+++ b/docs/source/userguide/installation.md
@@ -0,0 +1,35 @@
+# Installation
+## PyPI
+1. Install package via pip
+   ```sh
+   pip install pyoats
+   ```
+  
+## Docker
+1. Clone the repo
+    ```sh
+    git clone https://github.com/georgian-io/pyoats.git && cd pyoats 
+    ```
+2. Build image
+    ```sh
+    docker build -t pyoats . 
+    ```
+3. Run Container
+    ```sh 
+    # CPU Only
+    docker run -it pyoats
+    
+    # with GPU
+    docker run -it --gpus all pyoats
+    ```
+    
+## Local
+1. Clone the repo
+    ```sh
+    git clone https://github.com/georgian-io/pyoats.git && cd pyoats 
+    ```
+2. Install via Poetry
+    ```sh 
+    poetry install
+    ```
+