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@@ -1,17 +1,28 @@
-# Project for the subject of computer vision
+# Emotion Recognition in Real Time using CNN
 
 ## Task
 
 The goal of the project is to create a system that recognizes emotions in real time.
 
-## Start system
+## Ready to work application
+
+To run the project simply execute the following commands in the root directory:
 
 - unpack input.zip file
-- <code> pip install -r < requirements.txt <code>>
-- <code>python project.py</code>
+- `pip install -r < requirements.txt`
+- `python project.py`
 
-## Train and use model
+
+
+## Training Models
+
+To train our winning model:
 - go to Google Colab
 - import and run `modelTrainer.ipynb` file
 - copy `model.json` and `model_weights.h5` to `input` dir
-- run: <code>python project.py</code>
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+- run: `python project.py`
+
+To train other models we've researched for this project:
+- visit https://drive.google.com/drive/folders/1jvm6o9fhMSMQubyOVV4_qzuqaFgQs__8?usp=sharing
+- either download the directory you find interesting and run it locally
+- or copy the directory to your Google Drive run the code using Google Colab
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