Text Classification
Scikit-learn
English
sklearn-tfidf-sgd
banking
intent-classification
tf-idf
scikit-learn
reproducible-research
skops
Instructions to use willykeenan/banking-intent-classifier with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Scikit-learn
How to use willykeenan/banking-intent-classifier with Scikit-learn:
# ⚠️ Model filename not specified in config.json
- Notebooks
- Google Colab
- Kaggle
Download verification.json from willykeenan/banking-intent-classifier: direct link, hf CLI and curl.
- Browser
- Download file 1.29 kB
-
https://huggingface.co/willykeenan/banking-intent-classifier/resolve/main/verification.json
- Command line
-
hf download hf://willykeenan/banking-intent-classifier/verification.json
-
curl -L -o verification.json https://huggingface.co/willykeenan/banking-intent-classifier/resolve/main/verification.json
1.29 kB
| { | |
| "claimBoundary": "Re-export and reproducibility check of an exploratory, test-informed model; not a new independent experiment.", | |
| "dataAudit": { | |
| "ambiguousTestGroups": 1, | |
| "ambiguousTrainGroups": 1, | |
| "categories": 77, | |
| "cleanUniqueTrainRows": 9971, | |
| "normalizedTestGroups": 3076, | |
| "normalizedTrainGroups": 9972, | |
| "normalizedTrainTestOverlapGroups": 25, | |
| "postFilterOverlapGroups": 0, | |
| "primaryUniqueTrainDisjointTestRows": 3050, | |
| "rawTestRows": 3080, | |
| "rawTrainRows": 10003 | |
| }, | |
| "elapsedSeconds": 7.958, | |
| "kind": "frozen-recipe-export-verification", | |
| "metrics": { | |
| "accuracy": 0.9114754098360656, | |
| "expectedCalibrationError": 0.14667641646587834, | |
| "logLoss": 0.4433595294017486, | |
| "macroF1": 0.9118581227515896, | |
| "top3Accuracy": 0.9744262295081967 | |
| }, | |
| "modelSha256": "5f325e3b01103164f080e92a0df4f233402523a12f6a02c85e91ff7026e7f1d4", | |
| "numpy": "2.0.2", | |
| "python": "3.12.12", | |
| "referenceCases": 3050, | |
| "referencePredictionAgreement": 3050, | |
| "referenceTop3PpmAgreement": 3050, | |
| "restoredProbabilitiesBitwiseEqual": true, | |
| "scikitLearn": "1.6.1", | |
| "sourceCommit": "54041045c82953cbbabac155b150a0f7b7ed5603", | |
| "sourceRepository": "https://github.com/willykeenan/waggle-kea", | |
| "status": "passed", | |
| "untrustedSkopsTypes": [] | |
| } | |