Konstantin Burlachenko

First page. "Variable Importance - ranks variables by their ability to minimize error when split upon, averaged across all trees". Estimating the importance of a variable is quite an abstract...

In the CART model, splitting occurs from the beginning of the entire tree, so CP has a more complex meaning. Specifically, in the CART model, this is a penalty in...

1. In the CLI, you can add a requirement for a variance limit and math. the expectation is bounded. The Cauchy distribution is sometimes encountered in engineering in the laser...

* Decrease effort to configure each experiment launch with saving last used configuration to launch * Provide presets for well-known algorithms * Store presets in centralized place

The storage space for experimental results is pretty big (For Neural Nets, it can easily be 20-100 Gigabytes). Investigate how it can save memory in serialized at the end of...

* It would be nice to have ability to have some SQL database to store experiments configuration (e.g. MySQL, PostgreSQL) * And augment that database by some filestorage where experimental...

When we started, the GUI was simple. But the GUI code in terms of the number of lines has been expanded heavily. Refactor that code with separation classes into different...

I am manually creating spreadsheets to understand what experiments have been done, and what has not. That step need some automation.

Have ability to import command line script into GUI settings