SlideShare a Scribd company logo
IMAGE RECOGNITION
WITH
TENSORFLOW
Yaz Santissi
@YazSantissi
2
EASY PROBLEM
FOR HUMANS
DIFFICULT PROBLEM
FOR COMPUTERS
3
A PICTURE IS
WORTH A
THOUSAND
WORDS
4
DIFFERENCE
BETWEEN
AN APPLE AND
AN ORANGE
5
6
7
8
9
BUT THEN
???
10
11
HOWEVER WITH
TENSORFLOW
…
12
13
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS
14
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS
15
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS
16
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS
17
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS
18
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS
19
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS
20
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS
21
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS
22
2)
GETTING AN EXISTING
MODEL & RETRAINING
(TRANSFER LEARNING)
23
2)
GETTING AN EXISTING
MODEL & RETRAINING
(TRANSFER LEARNING)
24
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS
25
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS
26
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS
27
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS
28
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS
29
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS
30
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS
31
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS
32
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS
33
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS
34
BOTTLENECKS
TRAINING ACCURACY
VALIDATION ACCURACY
CROSS ENTROPY
FINAL TEST ACCURACY
35
4)
TESTING NEW MODEL
WITH NEW IMAGES
36
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS
37
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS
38
1)
SETTING UP
TENSORFLOW WITH
CONTAINERS
39
THANKS Any questions?
▫ @YazSantissi

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