Hi, everyone!
I’d like to seek your advice on implementing a workshop in for a specific use case. Here’s a bit of background to provide context.
My background:
I work in a production engineering company and have already built a workshop application that allows users to view specifications of product A. It also aggregates the quantities and prices of all components derived from those specifications.
For the next step, I aim to create an enhanced application with the following features:
- Real-Time Visualization for regression model: When users modify specifications (a mix of categorical and numerical variables), the app should instantly display how the changes impact component quantities and production costs. This will be represented both numerically and through dynamic charts.
- Correlation Table: Display a table showing the relationships between individual specifications (e.g., x1, x2, x3, …) and the quantities or production cost (f(x)).
Based on my search, it seems like I need to implement a statistical model (possibly a Random Forest Regression) to predict the impacts of specification changes. From what I understand, I need to use Model Objectives in Foundry to create and integrate this model into the workshop.
Challenges:
- I am new to using the Model Objectives application in Foundry.
- I prefer a no-code or low-code approach, if possible.
Questions:
- Could you provide a step-by-step guide on how to implement such a system in Foundry?
- How can I integrate the model into the workshop to achieve real-time updates and visualizations?
- Are there any specific examples or documentation you’d recommend for someone tackling this kind of application for the first time?
Thank you in advance for your help and guidance!