Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Support for multi-output label (multitask learning) #86

Open
bagustris opened this issue Oct 12, 2023 · 3 comments
Open

Support for multi-output label (multitask learning) #86

bagustris opened this issue Oct 12, 2023 · 3 comments

Comments

@bagustris
Copy link
Collaborator

bagustris commented Oct 12, 2023

The current behavior of Nkululeko only supports a single target (e.g., target = emotion). Given that scikit-learn supports multiouput labels, it is possible to make Nkululeko also support multitask learning.

Imagine that we can do,

target = ['emotion', 'age', 'gender']

in the INI file.

For the first start, one could change the format of the target from target = emotion to target = ['emotion'] and do the rest later.

@felixbur
Copy link
Owner

felixbur commented Oct 13, 2023

interesting-
need to look into this
I don't think though that target should be a list until it's implemented

@bagustris
Copy link
Collaborator Author

This issue is ideal for master research. I will try to see if there is a student interested in tackling this issue as their master project.

(If you are a master's student interested in tackling this issue, just comment below or contact me, and we will guide you)

@felixbur
Copy link
Owner

that would be perfect, obviously.

My master students use nkululeko, but usually they can't program

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Labels
None yet
Projects
None yet
Development

No branches or pull requests

2 participants