Manufacturing

Quality prediction

Quality can be seen as the outcome of a complex process implying many components. By analyzing these components (or variables) and understanding the impact of each of them in the final outcome, professionals can predict the quality of a product or service. This case study is about building a model to predict the quality of a red wine depending on several variables Problems to solve How to predict, early in the production process, the [...]

Failure prediction

Models of equipment failures are based on data referencing observations of past machine runs and failures. We can use Machine Learning approaches to model current situations so that we can predict and anticipate machine failures and schedule maintenance preemptively. Problems to solve How to detect when a machine is going to break?  How to anticipate maintenance and prevent downtime? How to move from preventive to predictive [...]