Hello :) Today is Day 19!
A quick summary of today:
Today I learned a bit more about the ImageGenerator
- rescale=1./255 - pixel normalization
- rotation_range=40 - rotates images 40 degrees
- width_shift_range=0.2 - shifts images horizontally - image width
- height_shift_range=0.2 - shifts images vertically within the range - image height
- shear_range=0.2 - applies shear transformation
- zoom_range=0.2 - zooms into images, up to a 20% zoom
- horizontal_flip=True - flips images horizontally
- fill_mode=’nearest’ Determines the strategy for filling in newly created (or missing) pixels after transformations; ‘nearest’ fills with the nearest existing pixel value
In the above case, overfitting can be corrected as shown in the picture below with Dropout(x)
Tomorrow’s part is Natural Language Processing, so it’s going to be fun because I don’t know anything about NLP.
That is all for today!
See you tomorrow :)