diff --git a/README.md b/README.md
index 23bda1d..005c12d 100644
--- a/README.md
+++ b/README.md
@@ -10,7 +10,7 @@ Tested on:
 
 # Quick Start (Docker-Compose)
 
-You can quickly get started and test Curie-Web without needing to manage dependencies by using the `docker-compose` image. This has all features except AR/3D Model support and should be production ready.
+You can quickly get started and test Curie-Web without needing to manage dependencies by using the `docker-compose` image. This has all features except AR/3D Model support and LSTM Generator. Otherwise, it is production ready.
 
 
 ```
@@ -55,6 +55,12 @@ macOS users can use Homebrew to install it via `brew install open-babel`
 
 Users using apt can install it via `sudo apt install openbabel python3-openbabel`
 
+### 1.5 Tensorflow (Optional)
+
+Please ensure you install Tensorflow 2.x.
+
+If tensorflow is not properly installed, it will automatically disable the LSTM Module.
+
 ## 2. Changing the Configuration
 
 Replace the values in `config.ini`
@@ -176,3 +182,11 @@ python3 removeSample.py
 
 * To enable the server to start on boot run `sudo systemctl enable curie`
 
+
+## Misc.
+
+### Fine-Tuning the LSTM Module
+
+Currently the base model has been trained on 1.5 million compounds and took ~4 hours to train on Google Colab's GPU runtime.
+
+*Information to be added soon*
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