Important notes

[kargibora]

Possible improvements and important notes

Here we list the features that can be added to our website application for further improving the quality and capacity of our models.

• Make a Recurrent Neural Network (RNN) model for handling sequential data.
• In the deep learning model construction page, adding layer section can be further improved by using JavaScript to control parameter forms.
• For classification tasks, confusion matrix plots can be displayed as a metric. Adding cross-validation support created a problem for plotting confusion matrix so this can be added later on.
• Choosing parameters can be easier.
• More types of imputers can be added such as KNN Imputer and Iterative Imputer. Implementing these imputers created a problem in the last version so they should be handled carefully.
• Register page could be more detailed. Confirm password, email validation, and forgot password can be added.
• As this website is a website where one must handle data, the dimension can be too large to fit in. The general strategy used in this website is by using the data in the cookies - in the sessions - and this might create some problems for datasets with high dimensions.
• Tensorflow version can be upgraded