1 of 55

Aplicaciones de Machine Learning en la Web

Isaac Zepeda • @el_keogh • anchor.fm/comunidad-ti • Feb 2020

2 of 55

Dogs vs Cats classifier

3 of 55

The Dataset

https://www.kaggle.com/c/dogs-vs-cats-redux-kernels-edition

​

​

https://www.kaggle.com/keogh24/dogs-vs-cats-keras-data-augmentation/notebook

4 of 55

5 of 55

Let’s code

6 of 55

Preparing Data

https://www.kaggle.com/keogh24/dogs-vs-cats-keras-data-augmentation/notebook

7 of 55

8 of 55

9 of 55

Data Augmentation

10 of 55

11 of 55

Create the Model

12 of 55

13 of 55

https://adeshpande3.github.io/adeshpande3.github.io/A-Beginner%27s-Guide-To-Understanding-Convolutional-Neural-Networks/

​

http://cs231n.github.io/convolutional-networks/

​

https://www.youtube.com/watch?v=FmpDIaiMIeA

​

​

14 of 55

15 of 55

16 of 55

17 of 55

18 of 55

19 of 55

Compile the model

20 of 55

Training

21 of 55

22 of 55

23 of 55

24 of 55

25 of 55

> 3 hours later

26 of 55

27 of 55

Graph the training

28 of 55

Evaluate

29 of 55

Test

30 of 55

31 of 55

32 of 55

33 of 55

Save the model

34 of 55

Where’s the F* web?

35 of 55

https://keogh.github.io/dogs-vs-cats/

36 of 55

Let’s code some more

37 of 55

[Gitub link]

38 of 55

39 of 55

40 of 55

41 of 55

42 of 55

43 of 55

44 of 55

45 of 55

46 of 55

47 of 55

This cat doesn’t exist!

​

https://thesecatsdonotexist.com/

48 of 55

https://twitter.com/el_keogh/status/1232391587222544384

49 of 55

50 of 55

51 of 55

52 of 55

53 of 55

54 of 55

https://twitter.com/el_keogh/status/1232906818596298753

55 of 55

Gracias

Isaac Zepeda • @el_keogh • anchor.fm/comunidad-ti • Feb 2020

https://www.kaggle.com/keogh24/dogs-vs-cats-keras-data-augmentation/

​

https://keogh.github.io/dogs-vs-cats/