# ML Assignment 2

Andrey Chertkov

## Transform images to same size
Source image


After padding

## Frequency
Before augmentation


After


## Augmentation
I choose rotation and random noise, because other methods has a cons.
* Fliping will not work for sign of turns
* Crop will not work because size of image is small.
* Changing hue not work because color of sign is matter

Before


After

## Evaluatoin

Validation


Test

Precision and recall


Accuracy on not augmentat data 0.65
## Plots




Where size is a [Size X Size]