unit8co/darts

Test N-BEATS with HorizonBasedDataset and reproduce paper's results

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#637 opened on Dec 1, 2021

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Description

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Contributor guide

Tech stack
pythonpytorch
Domain
machine learningdata
Issue type
research
DifficultyEstimated implementation difficulty for a new contributor, from 1 for very small changes to 5 for expert-level work.
4
Estimated timeA rough time range for an experienced contributor to investigate, implement, test, and prepare a pull request.
1-2 days
Activity statusHow available the issue appears right now: fresh, active, stale, blocked, or waiting on maintainer input.
stale
ClarityHow clearly the issue explains the expected change, acceptance criteria, and next step.
needs investigation
Prerequisites
understanding of N BEATS architecturefamiliarity with PyTorchexperience with time series forecastingknowledge of darts library
Newbie friendlinessA 1-100 score estimating how approachable this issue is for first-time contributors.
20
Research direction
Review the original N BEATS paper and the existing darts implementation. Create a test script using HorizonBasedDataset and compare the forecast accuracy with reported metrics. Check for any existing tests or examples in the repository for reference.