Explore the fundamentals of Visual Recognition and Object Detection in Azure through this comprehensive conference talk. Gain a clear understanding of the differences between the Computer Vision API and the Custom Vision API. Learn how to quickly build and deploy a Cognitive Services model with an introduction to both Computer Vision and Custom Vision APIs on Azure. Discover the process of creating a Custom Vision Cognitive Services model, training it, and improving its accuracy. Follow along with a step-by-step demonstration using Python code in Azure Notebooks to interact with the custom model. By the end of this session, acquire the necessary skills to implement Cognitive Services Vision efficiently in under an hour. Originally presented at PASS Summit 2019, this talk provides valuable insights for those interested in AI and computer vision technologies.