This document discusses developing computer vision applications using the Azure Computer Vision API. It provides an overview of computer vision and AI development on Azure. It also discusses using emotion recognition in chatbots and provides references to computer vision papers, datasets, and tools like the Azure Machine Learning Workbench. The document includes examples of computer vision tasks like object detection and segmentation and provides a small demo of emotion detection.

1. Develop Computer Vision Applications
with Azure Computer Vision API
Mia Chang

2. Mia Chang
Microsoft AI MVP
Data Scientist
Computer Vision/Algorithm Research
mia5419@gmail.com
https://www.linkedin.com/in/mia-chang/

3. Part I
Computer Vision
Briefing
Part II
AI development on
Azure
Part III
Emotion Recognition
Chatbot

4. How does computer
recognize objects?
How to extract information
from unstructured data
like images and videos?

5. Example,
# Members
# Orders
# Transactions
https://documentation.devexpress.com/HelpResource.ashx?help=AspNet&document=img6555.jpg

6. https://docs.microsoft.com/en-us/azure/sql-data-warehouse/media/sql-data-warehouse-get-started-analyze-with-azure-machine-learning/img12_scoreresults.png

8. Seven grayscale conversion algorithms http://www.tannerhelland.com/3643/grayscale-image-algorithm-vb6/

9. https://inst.eecs.berkeley.edu/~cs194-26/fa14/upload/files/proj3/cs194-fb/#stacks
https://www.makeuseof.com/tag/how-to-change-the-background-of-a-photo-in-photoshop/

10. Reference: WHY DEEP LEARNING IS SUDDENLY CHANGING YOUR LIFE
http://fortune.com/ai-artificial-intelligence-deep-machine-learning/
How NN Recognize a Dog in a Photo?

11. # In 2016,
Traditional Datasets:
ImageNet
Common Objects in Context (COCO)
the CIFARs
MNIST
cs231n.stanford.edu

12. cs231n.stanford.edu

13. Progress in 2017…
# Classification
# Segmentation
# Style Transfer
# Dataset
A Year in Computer Vision
http://www.themtank.org/a-year-in-computer-vision
Picture Mask R-CNN paper https://arxiv.org/abs/1703.06870

14. Realtime
Multi-Person
2D Pose Estimation
using Part Affinity Fields
Realtime Multi-Person 2D Human Pose Estimation using Part Affinity Fields, CVPR 2017 Oral
https://www.youtube.com/watch?v=pW6nZXeWlGM

15. Datasets
SceneNet RGB-D
https://robotvault.bitbucket.io/scenenet-rgbd.html

16. https://towardsdatascience.com/the-10-coolest-papers-from-cvpr-2018-11cb48585a49
Creating Capsule Wardrobes
from Fashion Images

17. Real Life...

18. Reference 微软机器学习工具 AML Workbench 助力数据科学 实现全生命周期流程
https://channel9.msdn.com/Shows/MicrosoftAI/azure-machine-learning-workbench

19. Reference 微软机器学习工具 AML Workbench 助力数据科学 实现全生命周期流程
https://channel9.msdn.com/Shows/MicrosoftAI/azure-machine-learning-workbench

20. https://azure.github.io/LearnAI-Bootcamp/lab03.1-tdsp_and_aml/0_README

21. For AI Developers

22. Reference The Big Bang Theory 10x14 Promo "The Emotion Detection Automation" (HD)
https://www.youtube.com/watch?v=9WIsTRZCUkk
The Emotion
Detection Automation

24. Small Demo

25. Codehttps://docs.microsoft.com/en-us/azure/cognitive-services/face/tutorials/faceapiinpythontutorial
Videohttps://www.youtube.com/watch?v=US-DACTgkQM

26. Questions