Eight Lessons From Creating ML-Based Products
Nowadays, Machine Learning is an unrealistic hype in many industries. It is fun and relatively easy to design advanced machine learning (ML) as a fancy prototype in a simple laptop. However, the cold hard fact is that it is extremely hard to transform them into real but yet profitable software products. In this talk, I will disclose eight lessons that me and my teams learned on those journeys from notebook to production. Spoiler alert: yes, I will talk about data, maths, xAI, fairness, deep learning and all that jazz...but in the end, it is all about Engineering.