* Update 04_mnist_basics.ipynb
Change 'turn to be' to 'turn out to be'
* Update 04_mnist_basics.ipynb
Change 'linear layout' to 'linear layer'
* Update 04_mnist_basics.ipynb
add comma
* Update 05_pet_breeds.ipynb
change 'using to' to 'using it to'
* Update 05_pet_breeds.ipynb
Change 'probem' to 'problem'
* Update 05_pet_breeds.ipynb
Change "train the model all" to "train the model at all"
* Fix typo
Change "same people appears" to "same people appear"
* Fix typo
Change 'tfrom' to 'from'
* Make text match code
Text said 2e-2 but code has 1e-2
* Fix redundant words
Change "on your about your" to "on your"
* Fix grammar
Change "inputs images" to "input images"
* grammar fix
Changed "updating weight" to "updating weights"
* Fix grammar
* Fix grammar
* Fix newline added mistakenly
Small changes:
- the first chapter, we didn't specified -->> the first chapter, we didn't specify
- were looking for the validation loss -->> we're looking for the validation loss
Changing from
"as you might want your model to sometimes tell you it doesn't recognize any of the classes is has seen during training, and not pick a class because it has a slightly bigger activation score."
to
"as you might want your model to sometimes tell you it doesn't recognize any of the classes that it has seen during training, and not pick a class because it has a slightly bigger activation score."
Also, I think these phrases need a revision:
"Often, data scientists work with data with which they are not familiar as domain experts me"
"we first have to understand what the actual data and activations that are loss function is seen look like"
