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I needed to automate data processing, and traditional algorithms were no longer up to the task. So I started looking at how Microsoft integrated machine learning and cloud technologies into a single solution.

I was working on an application that analyzed user reviews, and I needed to automatically detect the sentiment of the text. The built-in Sentiment Analysis models did a great job of this, and I was able to quickly integrate them into my project. For deeper analytics, I used the tool Sembly AI https://www.sembly.ai/participate/ which processes audio and text data, analyzes conversations, and extracts useful information. This turned out to be especially useful when working with a large array of user reviews. Sembly AI helped me automatically recognize the most common problems, highlight trends, and even suggest possible solutions based on the collected data.