Deep Chordia

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I have made the changes and tested locally. Code runs fine. Attaching a picture for reference ![image](https://user-images.githubusercontent.com/73215996/199531532-d14ef22b-01e1-4fbf-b91b-a776e6612e34.png)

Hi, one way to reduce the training time can be increasing the batch size. I am unaware of the memory limits of the remote host used for CI, hence one...

I can take up the implementation of a notebook on Siamese Networks with pytorch-ignite