diff --git a/INSTALLATION.md b/INSTALLATION.md
index 9ac0489..2b94f36 100644
--- a/INSTALLATION.md
+++ b/INSTALLATION.md
@@ -1,13 +1,13 @@
-## Installation
+# Installation
 
-### Download Prebuilt Binaries
+## Download Prebuilt Binaries
 You can download the latest release [here](https://github.com/deeppomf/DeepCreamPy/releases/latest) or find all previous releases [here](https://github.com/deeppomf/DeepCreamPy/releases).
 Binary only available for Windows 64-bit.
 
-### Run Code Yourself
+## Run Code Yourself
 If you want to run the code yourself, you can clone this repo and download the model from https://drive.google.com/open?id=1byrmn6wp0r27lSXcT9MC4j-RQ2R04P1Z. Unzip the file into the /models/ folder.
 
-#### Dependencies (for running the code yourself)
+### Dependencies (for running the code yourself)
 - Python 3.6.7
 - TensorFlow 1.10
 - Keras 2.2.4
diff --git a/README.md b/README.md
index 6f5a5b4..d4d573a 100644
--- a/README.md
+++ b/README.md
@@ -32,7 +32,7 @@ Setup:
 * [Installation](INSTALLATION.md)
 
 Usage:
-* [Usage](USAGE.md)
+* [Decensoring Tutorial](USAGE.md)
 * [Troubleshooting for poor quality decensors](TROUBLESHOOTING.md).
 
 Miscellaneous:
diff --git a/TROUBLESHOOTING.md b/TROUBLESHOOTING.md
index 6ff5a4a..e2906ea 100644
--- a/TROUBLESHOOTING.md
+++ b/TROUBLESHOOTING.md
@@ -1,9 +1,9 @@
-## Troubleshooting
+# Troubleshooting
 
-### Poor Mosaic Decensorings/Mosaic Decensoring Does Nothing
+## Poor Mosaic Decensorings/Mosaic Decensoring Does Nothing
 The mosaic decensoring is a WIP feature. Poor results should be expected.
 
-### Strange Color Decensors
+## Strange Color Decensors
 If your decensor output looks like this, then the censored regions were not colored correctly.
 
 ![Bad decensor](/readme_images/mermaid_face_censored_bad_decensor.png)
diff --git a/USAGE.md b/USAGE.md
index 0b7d6e4..22420d4 100644
--- a/USAGE.md
+++ b/USAGE.md
@@ -1,5 +1,5 @@
-## Usage
-### I. Decensoring bar censors
+# Usage
+## I. Decensoring bar censors
 
 For each image you want to decensor, using image editing software like Photoshop or GIMP to color the areas you want to decensor the green color (0,255,0), which is a very bright green color.
 
@@ -14,11 +14,11 @@ To expand selections in GIMP, do Select > Grow.
 
 Save these images in the PNG format to the "decensor_input" folder.
 
-#### A. Using the binary
+### A. Using the binary
 
 Decensor the images by double-clicking on the decensor file.
 
-#### B. Running from scratch
+### B. Running from scratch
 
 Decensor the images by running
 
@@ -28,7 +28,7 @@ $ python decensor.py
 
 Decensored images will be saved to the "decensor_output" folder. Decensoring takes a few minutes per image.
 
-### II. Decensoring mosaic censors
+## II. Decensoring mosaic censors
 
 As with decensoring bar censors, perform the same steps of coloring the censored regions green and putting the colored image into the "decensor_input" folder.
 
@@ -36,11 +36,11 @@ In addition, move the original, uncolored images into the "decensor_input_origin
 
 For example, if the original image is called "mermaid.jpg," then you want to put this image in the "decensor_input_original" folder and, after you colored the censored regions, name the colored image "mermaid.png" and move it to the "decensor_input" folder.
 
-#### A. Using the binary
+### A. Using the binary
 
 Decensor the images by double-clicking on the decensor_mosaic file.
 
-#### B. Running from scratch
+### B. Running from scratch
 
 Decensor the images by running
 
@@ -50,6 +50,6 @@ $ python decensor.py --is_mosaic=True
 
 Decensored images will be saved to the "decensor_output" folder. Decensoring takes a few minutes per image.
 
-### III. Decensoring with the user interface
+## III. Decensoring with the user interface
 
 To be implemented.
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