Update README.md

README.md

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 ---
-license: apache-2.0
+license: cc-by-nc-4.0
 tags:
 - generated_from_trainer
 - instruction fine-tuning
@@ -18,6 +18,10 @@ widget:
 <!-- This model card has been generated automatically according to the information the Trainer had access to. You
 should probably proofread and complete it, then remove this comment. -->
 
+<p align="center" width="100%">
+    <a><img src="https://raw.githubusercontent.com/mbzuai-nlp/lamini/main/images/LaMnin.png" alt="Title" style="width: 100%; min-width: 300px; display: block; margin: auto;"></a>
+</p>
+
 # LaMini-FLAN-T5-77M
 
 [![Model License](https://img.shields.io/badge/Model%20License-CC%20By%20NC%204.0-red.svg)]()
@@ -104,6 +108,11 @@ print("Response": generated_text)
 ```
 
 ## Training Procedure
+
+<p align="center" width="70%">
+    <a><img src="https://raw.githubusercontent.com/mbzuai-nlp/lamini/main/images/lamini-pipeline.drawio.png" alt="Title" style="width: 70%; min-width: 250px; display: block; margin: auto;"></a>
+</p>
+
 We initialize with [google/flan-t5-small](https://huggingface.co/google/flan-t5-small) and fine-tune it on our [LaMini dataset](https://huggingface.co/datasets/MBZUAI/LaMini-instruction). Its total number of parameters is 77M. 
 
 ### Training Hyperparameters