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Powered Learning Subject Recommender [WIP]

Minimal laravel frontend that builds balanced study plans from SQLite assessment history, recency-aware weights, and predicted grades, powered by the subject-recommender engine.

Implemented features

  • Subject weighting pipeline (assessment-type weights, recency decay, predicted grade fallbacks) producing normalised scores.
  • Session generator that outputs multi-session revision plans, avoids immediate repeats, and records synthetic history entries.
  • Command-line entry point plus data utilities for resetting history and generating entries from predicted grades.

Frontend status

  • Styling is work in progress and currently uses placeholder presentation.

Planned features

  • Autoskip based on timing
  • Add timing presets for existing study methods
  • Large Knowledge base for different study levels
  • Integration with percieved difficulty or comfort levels with subjects

LICENSE

Licensed under the Creative Commons Attribution-NonCommercial 4.0 International (CC BY-NC 4.0) Licence. See LICENSE for full terms.

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[WIP] Powered Learning full website, harnessing the subject-recommender python core via front-end using laravel and php

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