Develop computer vision applications with azure computer vision api
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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.
Develop computer vision applications with azure computer vision api
- 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
- 8. Seven grayscale conversion algorithms http://www.tannerhelland.com/3643/grayscale-image-algorithm-vb6/
- 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
- 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
- 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
- 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
- 26. Questions