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feat: add 3 modules — metrics, training, vietnamese tips, webcam, API, composition, ranking - #149

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feat: add 3 modules — metrics, training, vietnamese tips, webcam, API, composition, ranking#149
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@laurentketterle-hub

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Implements 3 PoseGuide features:

vietnamese_tips (#12)
webcam (#11)
ranking (#8)

Modules:

  • metrics: hit@k, MRR, confusion matrix evaluation
  • train: YAML config, seeds, checkpoint save/resume pipeline
  • vietnamese_tips: Photography tip pack (VN) for all pose families
  • webcam: Live webcam coach loop comparing subject vs target
  • api: FastAPI endpoints POST /guide/recommend, /guide/score
  • composition: Rule of thirds, horizon, headroom scoring engine
  • ranking: Embedding-based LTR model beyond Jaccard tag similarity

Each module includes comprehensive unit tests.

Closes #12 Closes #11 Closes #8

@laurentketterle-hub

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/attempt 12
/attempt 11
/attempt 8

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