- [Jonathan] So we've covered a lot of the basics
of PyTorch in this course.
So where do you go from here in your PyTorch journey?
Now I've created a PyTorch playground notebook
that will allow you to experiment and get better at PyTorch.
Let me show you what it looks like.
Now I've provided all of the code
that you're familiar with and then I started
experimenting with adding a couple of changes.
So, instead of training with three epochs with a GPU,
I've trained a model for 30 epochs.
Now, just a word of warning, it's going to take
longer to train, obviously,
and this might take around 10 minutes.
So a couple of questions for you.
Do you get a more accurate model as a result
of training with more epochs?
I've also created several plots so that you can see
how your model is doing for the training loss,
test loss, and the accuracy over 30 epochs.
This way, you can make changes and visually
see the difference that it makes
to the accuracy of your models.
Now there are a couple of things that
I'd like you to experiment with.
So, can you get better accuracy from the model if,
for example, you add more layers?
So, you need to change some of the code we have at the top.
Or can you change the number of nodes in the layers?
Again, you've got to make changes to the Fashion MNIST class
or train over fewer or higher epochs.
And then can you improve on your results
if you add additional layers like Dropout?
Don't know what Dropout is?
Well, look it up using the link that I've provided
and see what changes you need to make
to the code to implement it.
I hope you found this course helpful.
Thanks for watching and I'd love to hear back from you
and to connect via LinkedIn.
Thank you and (speaks in foreign language.)