Azure AI for Devs: Security Tips

(soft music) - [Instructor] Machine learning is a subset of artificial intelligence that involves training algorithms to learn patterns and make predictions based on data. Azure provides a wide range of tools and services for machine learning. While Azure is known for its robust security infrastructure, special considerations must be made when it comes to machine learning. For example, machine learning models can be vulnerable to poisoning attacks that manipulate the training data, which can lead to incorrect predictions. Once your models are trained and deployed, they face other threats. Hackers try to deceive your models, typically by feeding maliciously designed data into your system. In this course, we'll look at what types of attacks target Azure machine learning services. We'll explore some community resources that provide tools and information to help you protect your models. I'll show you some tips on how to prevent unauthorized access to your Azure APIs and discuss the power of logging to detect any anomalies or unusual activity. (lively music) Let's go find out more.