MLBazaar / MLBazaar/Cardea

Cutoff times are unique per row.

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enhancement
Dominant language
Python
Stars
123
Forks
22
PR merge metrics
No merged PRs in 30d

Description

Currently, problem definition returns a cutoff time for each record in the dataset based on what problem it is. Those times can be improved using 2 methods:

  • account only for unique cutoff times.
  • group records that can share a cutoff time together.

This improvement will transcend to the calculation of the feature matrix.

Contributor guide

Open the contributing guide

First steps

  1. Read the whole issue, then the project's contributing guide.
  2. Comment on the issue to say you are picking it up — it saves two people doing the same work.
  3. Fork the repository and make your change on a branch.
  4. Open a pull request that references the issue number.

Research direction

Start by tracing the problem definition entry point where cutoff times are assigned to dataset records, then follow how those values flow into feature matrix calculation. Determine how unique cutoff times and groups of records that can share a cutoff are represented. Done means the problem definition no longer creates unnecessary per-record cutoff times and the feature matrix calculation uses the improved values.

Written by the indexing model from the issue text.

Assessment

Tech stack
python
Domain
machine-learning
Issue type
Feature
Difficulty
4/5
Estimated time
3-5 days
Activity status
Stale
Clarity
Needs clarification
Newbie friendliness
25/100

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