The process followed by data scientists can be simplified by the diagram below. As shown, it is an iterative process where hypothesis are made and the model improved incrementally. Multiple platforms are competing on supporting data scientists’ needs but too often focus on standard workflows and methods whereas each use case is different and require specific development.
At Activeeon, our data scientist team is focusing on building templates that can be used and tweaked easily at each iteration.
