online-ml/river

Hoeffding Races

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#1,476 opened on Dec 16, 2023

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 (4 comments) (0 reactions) (1 assignee)Python (553 forks)batch import
Good first issueNew feature

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Description

A nice and simple model selection method from 30 years ago :)

https://papers.nips.cc/paper/1993/file/02a32ad2669e6fe298e607fe7cc0e1a0-Paper.pdf

Contributor guide

Research direction
Implement the Hoeffding Races algorithm for online model selection as described in the referenced NIPS paper. Integrate it into River's existing model selection module.
Tech stack
python
Domain
machine learning
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.
Active
ClarityHow clearly the issue explains the expected change, acceptance criteria, and next step.
Mostly clear
Prerequisites
PythonMachine learning basics
Newbie friendlinessA 1-100 score estimating how approachable this issue is for first-time contributors.
60