infinitered/nsfwjs

Create a voting classifier ensemble for more advanced accuracy

Open

#491 opened on Mar 30, 2021

View on GitHub
 (1 comment) (0 reactions) (0 assignees)JavaScript (507 forks)batch import
enhancementhelp wanted

Repository metrics

Stars
 (7,090 stars)
PR merge metrics
 (No merged PRs in 30d)

Description

Currently, we have two models. The more accurate one that has type 2 errors, and the slightly less accurate one that has far more type 1 errors

We can combine them with a voting classifier and get higher accuracy.

https://medium.com/@sanchitamangale12/voting-classifier-1be10db6d7a5

Thoughts?

Contributor guide

Research direction
Research how to implement a voting classifier ensemble using TensorFlow.js models. Look into combining predictions from multiple models via weighted averaging or majority voting, and integrate into the nsfwjs library.
Tech stack
javascripttensorflow
Domain
machine learningai
Issue type
Feature
DifficultyEstimated implementation difficulty for a new contributor, from 1 for very small changes to 5 for expert-level work.
3
Estimated timeA rough time range for an experienced contributor to investigate, implement, test, and prepare a pull request.
Half day
Activity statusHow available the issue appears right now: fresh, active, stale, blocked, or waiting on maintainer input.
Fresh
ClarityHow clearly the issue explains the expected change, acceptance criteria, and next step.
Clear
Prerequisites
TensorFlow.jsEnsemble learning basics
Newbie friendlinessA 1-100 score estimating how approachable this issue is for first-time contributors.
60