Explanation of Image recognition technique in Machine learning.

1. Image
Recognition
By me

2. Live as if you were to die tomorrow.
Learn as if you were to live forever.
- M K Gandhi

3. Real Applications

4. Real Applications
1. Smart photo gallery - Google photos

5. Real Applications
2. Crime Investigation

6. Real Applications
3. Interactive Marketing and creative campaign

7. Little Practical

8. Image Tagging - Example 1

9. curl -u "acc_560dd28be7a9941:23afa5397a9fa6be0a421d351d94646e"
http://api.imagga.com/v1/tagging?url=http://imagga.com/static/images/tagging/wind-farm-538576_640.jpg
{"results": [{"tagging_id": null, "image": "http://imagga.com/static/images/tagging/wind-farm-538576_640.jpg",
"tags": [{"confidence": 100, "tag": "turbine"}, {"confidence": 45.3820343017578, "tag": "electricity"}, {"confidence":
44.8948822021484, "tag": "sky"}, {"confidence": 42.9241485595703, "tag": "energy"}, {"confidence":
42.2360191345215, "tag": "wind"}, {"confidence": 40.3465576171875, "tag": "power"}, {"confidence":
39.5273094177246, "tag": "environment"}, ...}

10. Image Tagging - Example 2

11. curl -u "acc_560dd28be7a9941:23afa5397a9fa6be0a421d351d94646e"
http://api.imagga.com/v1/tagging?url=https://encrypted-
tbn0.gstatic.com/images?q=tbn:ANd9GcRI92ec97fAA9sv74fPRWMVMw0RnkfTOQRm8cXUqWYt4kQXnBVJ
{"results": [{"tagging_id": null, "image": "https://encrypted-
tbn0.gstatic.com/images?q=tbn:ANd9GcRI92ec97fAA9sv74fPRWMVMw0RnkfTOQRm8cXUqWYt4kQXnBVJ", "tags":
[{"confidence": 100, "tag": "asphalt"}, {"confidence": 93.0824508666992, "tag": "car"}, {"confidence":
61.9137763977051, "tag": "transportation"}, {"confidence": 61.3400688171387, "tag": "automobile"},
{"confidence": 59.8984375, "tag": "vehicle"}, {"confidence": 56.8453941345215, "tag": "speed"}, {"confidence":
56.5110969543457, "tag": "auto"}, {"confidence": 52.4363822937012, "tag": "road"}, {"confidence":
48.4365539550781, "tag": "transport"}, ...}

12. Little More Practical

13. Technique - Deep learning
Based on Artificial Neural Network Concept
Brain Neuron - Biological Neural Network works
Artificial Neuron - Mathematical Neural Network Works

14. What its neighbour has to say and ...

15. Artificial Neural Network

16. ALGORITHM - STEP 1

17. ALGORITHM - STEP 2

18. ALGORITHM - STEP 3

19. ALGORITHM - STEP 4

20. Live Experiment

21. Playground

22. Little Code

23. Github -
https://github.com/googlecreativelab/teachable-machine
https://github.com/googlecreativelab/teachable-machine-boilerplate
https://github.com/DeepScale/SqueezeNet
… Time to visit VSCode

24. Future
1. Computer Vision

25. Thank you :)