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 The approach used in this work is the modeling of protein sequences and compound 1D representations (SMILES) with convolutional neural networks (CNNs) to predict the binding affinity value of drug-target pairs.
 
-![Figure](https://github.com/hkmztrk/DeepDTA/blob/master/docs/figures/deepdta.png?raw=true)
+![Figure](https://github.com/hkmztrk/DeepDTA/blob/master/docs/figures/deepdta.PNG?raw=true)
 # Installation
 
 ## Data