automl/auto-sklearn

TimeSeries Split

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#501 opened on Jun 26, 2018

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 (20 comments) (0 reactions) (0 assignees)Python (1,265 forks)batch import
Good first issueenhancement

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Description

The problem I want to use auto-sklearn on is a time-series. Can we modify sklearn to include cv with time series?

Contributor guide

Research direction
Implement a time series cross validation splitter compatible with sklearn's CV API. Study existing sklearn TimeSeriesSplit and adapt for auto sklearn's pipeline.
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
Pythonscikit learn
Newbie friendlinessA 1-100 score estimating how approachable this issue is for first-time contributors.
65