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README.md

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 This repo contains the models and the notebook [Multimodal Entailment](https://keras.io/examples/nlp/multimodal_entailment/#dataset-visualization).
 
-Sayak Paul(https://twitter.com/RisingSayak)
+![Sayak Paul](https://twitter.com/RisingSayak)
 
 ## Background Information
 
 ### Introduction
 
-In this example, we will build and train a model for predicting multimodal entailment. We will be using the multimodal entailment dataset(https://github.com/google-research-datasets/recognizing-multimodal-entailment) recently introduced by Google Research.
+In this example, we will build and train a model for predicting multimodal entailment. We will be using the ![multimodal entailment dataset](https://github.com/google-research-datasets/recognizing-multimodal-entailment) recently introduced by Google Research.
 
 ### What is multimodal entailment?