From 482b5d35cfd2ed93cbc87de933dcb95972c565a3 Mon Sep 17 00:00:00 2001
From: Chung_es <44948482+euisuk-chung@users.noreply.github.com>
Date: Tue, 7 Dec 2021 01:07:20 +0900
Subject: [PATCH] Update README.md

---
 README.md | 34 ++++++++++++++++++++--------------
 1 file changed, 20 insertions(+), 14 deletions(-)

diff --git a/README.md b/README.md
index 452f748..f0abbe1 100644
--- a/README.md
+++ b/README.md
@@ -8,7 +8,22 @@ For example :
 - Time Series Data Augmentations
 - Generating Simulations
 
-## Model Used
+
+## How to use
+1. TimeGAN을 이용한 시계열 생성
+
+```python
+python run_timegan.py
+
+```
+
+2. VRAE를 이용한 시계열 생성
+
+```python
+python run_vrae.py
+
+```
+## Models Used
 ### TimeGAN
 
 <img src = 'https://github.com/euisuk-chung/timeseries-generation/blob/main/image/TimeGAN_architecture.PNG?raw=true' width="650" height="400">
@@ -25,18 +40,9 @@ For example :
 - pyTorch implementation for `VRAE`
 - Code Reference : https://github.com/tejaslodaya/timeseries-clustering-vae
 
+## CAUTIONS!
+The outputs for each model are different! See below for more detail.
 
-## How to use
-1. TimeGAN을 이용한 시계열 생성
-
-```python
-python run_timegan.py
-
-```
-
-2. VRAE를 이용한 시계열 생성
-
-```python
-python run_vrae.py
+### TimeGAN
 
-```
+### Variational Recurrent AutoEncoder (VRAE)