The document discusses the challenges of image recognition using TensorFlow, highlighting the disparity between human and computer capabilities in interpreting images. It outlines the process of setting up TensorFlow with containers, utilizing existing models for transfer learning, and improving model accuracy through testing. The author concludes with an invitation for questions.

1. IMAGE RECOGNITION
WITH
TENSORFLOW
Yaz Santissi
@YazSantissi

2. 2
EASY PROBLEM
FOR HUMANS
DIFFICULT PROBLEM
FOR COMPUTERS

3. 3
A PICTURE IS
WORTH A
THOUSAND
WORDS

4. 4
DIFFERENCE
BETWEEN
AN APPLE AND
AN ORANGE

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BUT THEN
???

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HOWEVER WITH
TENSORFLOW
…

12. 12

13. 13
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS

14. 14
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS

15. 15
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS

16. 16
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS

17. 17
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS

18. 18
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS

19. 19
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS

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1)
SETTING UP
TENSORFLOW WITH
CONTAINERS

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1)
SETTING UP
TENSORFLOW WITH
CONTAINERS

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2)
GETTING AN EXISTING
MODEL & RETRAINING
(TRANSFER LEARNING)

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2)
GETTING AN EXISTING
MODEL & RETRAINING
(TRANSFER LEARNING)

24. 24
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS

25. 25
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS

26. 26
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS

27. 27
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS

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1)
SETTING UP
TENSORFLOW WITH
CONTAINERS

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1)
SETTING UP
TENSORFLOW WITH
CONTAINERS

30. 30
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS

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1)
SETTING UP
TENSORFLOW WITH
CONTAINERS

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1)
SETTING UP
TENSORFLOW WITH
CONTAINERS

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1)
SETTING UP
TENSORFLOW WITH
CONTAINERS

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BOTTLENECKS
TRAINING ACCURACY
VALIDATION ACCURACY
CROSS ENTROPY
FINAL TEST ACCURACY

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4)
TESTING NEW MODEL
WITH NEW IMAGES

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1)
SETTING UP
TENSORFLOW WITH
CONTAINERS

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1)
SETTING UP
TENSORFLOW WITH
CONTAINERS

38. 38
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS

39. 39
THANKS Any questions?
▫ @YazSantissi