NonnaD

Issues somebody may already be working on are listed last. List everything by date

• End-to-end check & final README

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  phase-7

  Difficulty 4/5 3-5 days Newbie friendliness 45/100

  NonnaD/bioreactor-foam-detection#47 · Opened Oct 23, 2026

• CI: frontend lint, type check, build

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  Difficulty 3/5 1-2 days Newbie friendliness 52/100

  NonnaD/bioreactor-foam-detection#46 · Opened Oct 23, 2026

• Error states, responsive & accessibility pass

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  Difficulty 3/5 1-2 days Newbie friendliness 57/100

  NonnaD/bioreactor-foam-detection#45 · Opened Oct 23, 2026

• Alert Operator button

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  Difficulty 3/5 1-2 days Newbie friendliness 48/100

  NonnaD/bioreactor-foam-detection#44 · Opened Oct 23, 2026

• Prediction panel

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  Difficulty 3/5 1-2 days Newbie friendliness 62/100

  NonnaD/bioreactor-foam-detection#43 · Opened Oct 23, 2026

• Load-image section

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  Difficulty 2/5 1-3 hours Newbie friendliness 55/100

  NonnaD/bioreactor-foam-detection#42 · Opened Oct 23, 2026

• Header with online/offline badge

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  Difficulty 3/5 1-2 days Newbie friendliness 55/100

  NonnaD/bioreactor-foam-detection#41 · Opened Oct 23, 2026

• Frontend setup & API types

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  Difficulty 4/5 3-5 days Newbie friendliness 55/100

  NonnaD/bioreactor-foam-detection#40 · Opened Oct 23, 2026

• Backend README

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  phase-5

  Difficulty 2/5 1-3 hours Newbie friendliness 73/100

  NonnaD/bioreactor-foam-detection#39 · Opened Oct 23, 2026

• CI: backend lint, type check, tests

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  Difficulty 3/5 1-2 days Newbie friendliness 55/100

  NonnaD/bioreactor-foam-detection#38 · Opened Oct 23, 2026

• Backend test suite & coverage

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  Difficulty 4/5 3-5 days Newbie friendliness 48/100

  NonnaD/bioreactor-foam-detection#37 · Opened Oct 23, 2026

• Health & readiness endpoints

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  Difficulty 4/5 1-2 days Newbie friendliness 55/100

  NonnaD/bioreactor-foam-detection#36 · Opened Oct 23, 2026

• Structured logging

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  Difficulty 3/5 1-2 days Newbie friendliness 50/100

  NonnaD/bioreactor-foam-detection#35 · Opened Oct 23, 2026

• Consistent error handling

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  Difficulty 4/5 3-5 days Newbie friendliness 52/100

  NonnaD/bioreactor-foam-detection#34 · Opened Oct 23, 2026

• API: POST /alerts

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  Difficulty 2/5 1-3 hours Newbie friendliness 65/100

  NonnaD/bioreactor-foam-detection#33 · Opened Oct 23, 2026

• API: GET /latest and GET /images/{id}

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  Difficulty 3/5 1-2 days Newbie friendliness 65/100

  NonnaD/bioreactor-foam-detection#32 · Opened Oct 23, 2026

• Composition root & dependency injection

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  Difficulty 4/5 1-2 days Newbie friendliness 55/100

  NonnaD/bioreactor-foam-detection#31 · Opened Oct 23, 2026

• Use-case services

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  Difficulty 4/5 3-5 days Newbie friendliness 57/100

  NonnaD/bioreactor-foam-detection#30 · Opened Oct 23, 2026

• PyTorch classifier adapter

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  Difficulty 4/5 3-5 days Newbie friendliness 54/100

  NonnaD/bioreactor-foam-detection#29 · Opened Oct 23, 2026

• Filesystem camera adapter

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  Difficulty 2/5 1-3 hours Newbie friendliness 67/100

  NonnaD/bioreactor-foam-detection#28 · Opened Oct 23, 2026

• SQLite adapter: predictions & alerts

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  Difficulty 4/5 3-5 days Newbie friendliness 50/100

  NonnaD/bioreactor-foam-detection#27 · Opened Oct 23, 2026

• Typed settings & .env.example

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  Difficulty 3/5 1-2 days Newbie friendliness 64/100

  NonnaD/bioreactor-foam-detection#26 · Opened Oct 23, 2026

• Ports: camera, classifier, storage interfaces

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  Difficulty 4/5 1-2 days Newbie friendliness 48/100

  NonnaD/bioreactor-foam-detection#25 · Opened Oct 23, 2026

• Domain model & class → display mapping

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  Difficulty 2/5 1-3 hours Newbie friendliness 63/100

  NonnaD/bioreactor-foam-detection#24 · Opened Oct 23, 2026

• Layered architecture skeleton

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  Difficulty 5/5 Over a week Newbie friendliness 50/100

  NonnaD/bioreactor-foam-detection#23 · Opened Oct 23, 2026

• Backend project setup & tooling

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  Difficulty 3/5 1-2 days Newbie friendliness 65/100

  NonnaD/bioreactor-foam-detection#22 · Opened Oct 23, 2026

• Decide: preprocessing code sharing

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  Difficulty 5/5 Over a week Newbie friendliness 25/100

  NonnaD/bioreactor-foam-detection#21 · Opened Oct 23, 2026

• Score model once on the demo set

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  phase-4

  Difficulty 3/5 1-2 days Newbie friendliness 48/100

  NonnaD/bioreactor-foam-detection#20 · Opened Oct 23, 2026

• Camera simulator script

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  Difficulty 2/5 1-3 hours Newbie friendliness 85/100

  NonnaD/bioreactor-foam-detection#19 · Opened Oct 23, 2026

• Generate demo images & labels file

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  Difficulty 2/5 1-3 hours Newbie friendliness 72/100

  NonnaD/bioreactor-foam-detection#18 · Opened Oct 23, 2026

• Plan 20 demo scenarios

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  Difficulty 4/5 3-5 days Newbie friendliness 46/100

  NonnaD/bioreactor-foam-detection#17 · Opened Oct 23, 2026

• Decide: how to generate demo images

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  Difficulty 2/5 1-3 hours Newbie friendliness 35/100

  NonnaD/bioreactor-foam-detection#16 · Opened Oct 23, 2026

• README: model results & caveats

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  phase-3

  Difficulty 1/5 1-3 hours Newbie friendliness 85/100

  NonnaD/bioreactor-foam-detection#15 · Opened Oct 23, 2026

• Error analysis

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  Difficulty 2/5 1-3 hours Newbie friendliness 66/100

  NonnaD/bioreactor-foam-detection#14 · Opened Oct 23, 2026

• Evaluation metrics & confusion matrices

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  Difficulty 2/5 1-3 hours Newbie friendliness 76/100

  NonnaD/bioreactor-foam-detection#13 · Opened Oct 23, 2026

• Save model artifacts & model card

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  Difficulty 3/5 1-2 days Newbie friendliness 57/100

  NonnaD/bioreactor-foam-detection#12 · Opened Oct 23, 2026

• Confidence calibration & review threshold

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  Difficulty 3/5 1-2 days Newbie friendliness 58/100

  NonnaD/bioreactor-foam-detection#11 · Opened Oct 23, 2026

• Fine-tune layer4 with early stopping

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  Difficulty 4/5 3-5 days Newbie friendliness 45/100

  NonnaD/bioreactor-foam-detection#10 · Opened Oct 23, 2026

• ResNet18 4-class head, frozen-backbone training

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  Difficulty 3/5 Half a day Newbie friendliness 58/100

  NonnaD/bioreactor-foam-detection#9 · Opened Oct 23, 2026

• Training setup: config, seed, device

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  Difficulty 3/5 1-2 days Newbie friendliness 68/100

  NonnaD/bioreactor-foam-detection#8 · Opened Oct 23, 2026

• ML dependencies & Phase 2 README

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  phase-2

  Difficulty 2/5 1-3 hours Newbie friendliness 68/100

  NonnaD/bioreactor-foam-detection#7 · Opened Oct 23, 2026

• PyTorch Dataset and DataLoaders

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  Difficulty 3/5 1-2 days Newbie friendliness 62/100

  NonnaD/bioreactor-foam-detection#6 · Opened Oct 23, 2026

• Training augmentations + preview

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  Difficulty 3/5 1-2 days Newbie friendliness 70/100

  NonnaD/bioreactor-foam-detection#5 · Opened Oct 23, 2026

• Save preprocessing & class-mapping configs

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  Difficulty 2/5 1-3 hours Newbie friendliness 68/100

  NonnaD/bioreactor-foam-detection#4 · Opened Oct 23, 2026

• Similarity check on cropped images

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  Difficulty 3/5 1-2 days Newbie friendliness 55/100

  NonnaD/bioreactor-foam-detection#3 · Opened Oct 23, 2026

• Define fixed vessel crop (ROI)

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  Difficulty 2/5 1-3 hours Newbie friendliness 70/100

  NonnaD/bioreactor-foam-detection#2 · Opened Oct 23, 2026

• Prep notebook setup & dataset integrity check

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  phase-2

  Difficulty 2/5 1-3 hours Newbie friendliness 82/100

  NonnaD/bioreactor-foam-detection#1 · Opened Oct 23, 2026