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added code - mobile+adamw - 1epoch :87 #30

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added code - mobile+adamw - 1epoch :87 #30

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SubhadityaMukherjee
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Hello,
I tried using MobileNets(cited in the notebook) with the AdamW optimizer. And got around 86.96/87% in one epoch of 1cycle. (Mean of 3 runs) I added the notebook link too. Do have a look.
The rules were 5 epochs so I ran it till there but I thought it would be worth sharing because of 1 epoch.

This would be my first commit to fastai and I am excited. I really do hope this PR gets accepted. :)
Have a great day!
Stay safe

@muellerzr
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Can you show this with a re-instantiation of your Model() before fitting with Adam? I think the weights from the model are being carried over as it's in the object itself possibly (I've seen this happen before)

@SubhadityaMukherjee
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Well, you were right. I did not know that happens. Thank you for teaching me something new :)
I will keep trying and hopefully be back with a better model soon.

(Do let me know if you need any contributors for any project. Would love to learn from you)

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