molecare-ml good first issues (Jupyter Notebook)

Add a committed .env.example about 2 months ago

documentation good first issue

2

Melanoma classification service and training notebooks behind the MoleCare skin-health apps. Research and education only — not a medical device.

Jupyter Notebook

#cnn#dermatology#healthcare#isic#keras#machine-learning#medical-imaging#melanoma#python#skin-cancer#tensorflow#transfer-learning

i18n: Community translations for API message catalogs (per-language PRs) 2 months ago

good first issue help wanted i18n

MoleCare/molecare-ml

2

Melanoma classification service and training notebooks behind the MoleCare skin-health apps. Research and education only — not a medical device.

Jupyter Notebook

#cnn#dermatology#healthcare#isic#keras#machine-learning#medical-imaging#melanoma#python#skin-cancer#tensorflow#transfer-learning

i18n: Document translation + clinical-safety review process in CONTRIBUTING.md 2 months ago

documentation good first issue clinical-safety i18n

MoleCare/molecare-ml

2

Melanoma classification service and training notebooks behind the MoleCare skin-health apps. Research and education only — not a medical device.

Jupyter Notebook

#cnn#dermatology#healthcare#isic#keras#machine-learning#medical-imaging#melanoma#python#skin-cancer#tensorflow#transfer-learning

i18n: Document which API fields are stable codes vs localizable text 2 months ago

documentation good first issue i18n

MoleCare/molecare-ml

2

Melanoma classification service and training notebooks behind the MoleCare skin-health apps. Research and education only — not a medical device.

Jupyter Notebook

#cnn#dermatology#healthcare#isic#keras#machine-learning#medical-imaging#melanoma#python#skin-cancer#tensorflow#transfer-learning

i18n: Community translations of MODEL_CARD.md and user-facing docs 2 months ago

documentation good first issue help wanted i18n

MoleCare/molecare-ml

2

Melanoma classification service and training notebooks behind the MoleCare skin-health apps. Research and education only — not a medical device.

Jupyter Notebook

#cnn#dermatology#healthcare#isic#keras#machine-learning#medical-imaging#melanoma#python#skin-cancer#tensorflow#transfer-learning

i18n: Localize ABCDE recommendations and evolution messages 2 months ago

enhancement help wanted i18n

MoleCare/molecare-ml

2

Melanoma classification service and training notebooks behind the MoleCare skin-health apps. Research and education only — not a medical device.

Jupyter Notebook

#cnn#dermatology#healthcare#isic#keras#machine-learning#medical-imaging#melanoma#python#skin-cancer#tensorflow#transfer-learning

i18n: Extract API disclaimers into locale messages (English-only today) 2 months ago

enhancement help wanted clinical-safety i18n

MoleCare/molecare-ml

2

Melanoma classification service and training notebooks behind the MoleCare skin-health apps. Research and education only — not a medical device.

Jupyter Notebook

#cnn#dermatology#healthcare#isic#keras#machine-learning#medical-imaging#melanoma#python#skin-cancer#tensorflow#transfer-learning

Finish and benchmark the Derm Foundation path against the Xception baseline 2 months ago

help wanted research foundation-models

MoleCare/molecare-ml

2

Melanoma classification service and training notebooks behind the MoleCare skin-health apps. Research and education only — not a medical device.

Jupyter Notebook

#cnn#dermatology#healthcare#isic#keras#machine-learning#medical-imaging#melanoma#python#skin-cancer#tensorflow#transfer-learning

Detect drift between production inputs and the training distribution 2 months ago

help wanted clinical-safety mlops

MoleCare/molecare-ml

2

Melanoma classification service and training notebooks behind the MoleCare skin-health apps. Research and education only — not a medical device.

Jupyter Notebook

#cnn#dermatology#healthcare#isic#keras#machine-learning#medical-imaging#melanoma#python#skin-cancer#tensorflow#transfer-learning

Benchmark inference latency and memory, and publish a budget 2 months ago

help wanted mlops

MoleCare/molecare-ml

2

Melanoma classification service and training notebooks behind the MoleCare skin-health apps. Research and education only — not a medical device.

Jupyter Notebook

#cnn#dermatology#healthcare#isic#keras#machine-learning#medical-imaging#melanoma#python#skin-cancer#tensorflow#transfer-learning

Generate the model card evaluation table from a real eval run 2 months ago

help wanted clinical-safety mlops

MoleCare/molecare-ml

2

Melanoma classification service and training notebooks behind the MoleCare skin-health apps. Research and education only — not a medical device.

Jupyter Notebook

#cnn#dermatology#healthcare#isic#keras#machine-learning#medical-imaging#melanoma#python#skin-cancer#tensorflow#transfer-learning

Link released weights to the run that produced them 2 months ago

help wanted mlops

MoleCare/molecare-ml

2

Melanoma classification service and training notebooks behind the MoleCare skin-health apps. Research and education only — not a medical device.

Jupyter Notebook

#cnn#dermatology#healthcare#isic#keras#machine-learning#medical-imaging#melanoma#python#skin-cancer#tensorflow#transfer-learning

Version the training dataset with a manifest 2 months ago

help wanted mlops

MoleCare/molecare-ml

2

Melanoma classification service and training notebooks behind the MoleCare skin-health apps. Research and education only — not a medical device.

Jupyter Notebook

#cnn#dermatology#healthcare#isic#keras#machine-learning#medical-imaging#melanoma#python#skin-cancer#tensorflow#transfer-learning

Golden-prediction regression test for the released weights 2 months ago

good first issue mlops

MoleCare/molecare-ml

2

Melanoma classification service and training notebooks behind the MoleCare skin-health apps. Research and education only — not a medical device.

Jupyter Notebook

#cnn#dermatology#healthcare#isic#keras#machine-learning#medical-imaging#melanoma#python#skin-cancer#tensorflow#transfer-learning

Make training runs reproducible: global seeding and environment capture 2 months ago

good first issue mlops

MoleCare/molecare-ml

2

Melanoma classification service and training notebooks behind the MoleCare skin-health apps. Research and education only — not a medical device.

Jupyter Notebook

#cnn#dermatology#healthcare#isic#keras#machine-learning#medical-imaging#melanoma#python#skin-cancer#tensorflow#transfer-learning

Wire inference logging into the serving path 2 months ago

good first issue mlops

MoleCare/molecare-ml

2

Melanoma classification service and training notebooks behind the MoleCare skin-health apps. Research and education only — not a medical device.

Jupyter Notebook

#cnn#dermatology#healthcare#isic#keras#machine-learning#medical-imaging#melanoma#python#skin-cancer#tensorflow#transfer-learning

Reframe beyond binary melanoma / not-melanoma 2 months ago

help wanted design

MoleCare/molecare-ml

2

Melanoma classification service and training notebooks behind the MoleCare skin-health apps. Research and education only — not a medical device.

Jupyter Notebook

#cnn#dermatology#healthcare#isic#keras#machine-learning#medical-imaging#melanoma#python#skin-cancer#tensorflow#transfer-learning

Grad-CAM explainability: check what the model is actually looking at 2 months ago

help wanted

MoleCare/molecare-ml

2

Melanoma classification service and training notebooks behind the MoleCare skin-health apps. Research and education only — not a medical device.

Jupyter Notebook

#cnn#dermatology#healthcare#isic#keras#machine-learning#medical-imaging#melanoma#python#skin-cancer#tensorflow#transfer-learning

Characterise performance on consumer phone photos 2 months ago

help wanted clinical-safety

MoleCare/molecare-ml

2

Melanoma classification service and training notebooks behind the MoleCare skin-health apps. Research and education only — not a medical device.

Jupyter Notebook

#cnn#dermatology#healthcare#isic#keras#machine-learning#medical-imaging#melanoma#python#skin-cancer#tensorflow#transfer-learning

Calibration analysis and reliability diagrams 2 months ago

help wanted clinical-safety

MoleCare/molecare-ml

2

Melanoma classification service and training notebooks behind the MoleCare skin-health apps. Research and education only — not a medical device.

Jupyter Notebook

#cnn#dermatology#healthcare#isic#keras#machine-learning#medical-imaging#melanoma#python#skin-cancer#tensorflow#transfer-learning

Make the released weights loadable without tf-keras 2 months ago

good first issue packaging

MoleCare/molecare-ml

2

Melanoma classification service and training notebooks behind the MoleCare skin-health apps. Research and education only — not a medical device.

Jupyter Notebook

#cnn#dermatology#healthcare#isic#keras#machine-learning#medical-imaging#melanoma#python#skin-cancer#tensorflow#transfer-learning

Document dataset provenance per training notebook 2 months ago

documentation good first issue

MoleCare/molecare-ml

2

Melanoma classification service and training notebooks behind the MoleCare skin-health apps. Research and education only — not a medical device.

Jupyter Notebook

#cnn#dermatology#healthcare#isic#keras#machine-learning#medical-imaging#melanoma#python#skin-cancer#tensorflow#transfer-learning

Report sensitivity, specificity and AUC alongside accuracy 2 months ago

good first issue help wanted clinical-safety

MoleCare/molecare-ml

2

Melanoma classification service and training notebooks behind the MoleCare skin-health apps. Research and education only — not a medical device.

Jupyter Notebook

#cnn#dermatology#healthcare#isic#keras#machine-learning#medical-imaging#melanoma#python#skin-cancer#tensorflow#transfer-learning

Evaluate model performance across Fitzpatrick skin types 2 months ago

help wanted clinical-safety bias-evaluation

MoleCare/molecare-ml

2

Melanoma classification service and training notebooks behind the MoleCare skin-health apps. Research and education only — not a medical device.

Jupyter Notebook

#cnn#dermatology#healthcare#isic#keras#machine-learning#medical-imaging#melanoma#python#skin-cancer#tensorflow#transfer-learning

MoleCare/molecare-ml

Open Issues Need Help