It’s hard to believe that it has been almost three months since we turned the page on 2020, filling our hearts with new hope for a better year to come. I am proud to share with you that Mona has come out strong from an unexpected and challenging year. As we take a moment to catch our breath and reflect on our recent accomplishments, I wanted to take a moment and share some updates with you.
If you’ve been struggling to get some transparency into your AI models’ performance in production, you’re in good company. Monitoring complex systems is always a challenge. Monitoring complex AI systems, with their built-in opacity, is a radical challenge.
Below, we use the term AI system. By this, we mean any software system that incorporates at least one predictive model, leveraging machine learning, statistical modeling, or any other AI techniques. A few examples: An automatic fraud detection system, a recommendation system, an image classification system, and a sentiment analysis of social media posts.