Tabular Classification
Kernels
Joblib
Scikit-learn
kernel
eu-ai-act
compliance
annex-iv
governance
surrogate
doi:10.5281/zenodo.19944926
Instructions to use SZLHOLDINGS/szl-blocked with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Kernels
How to use SZLHOLDINGS/szl-blocked with Kernels:
# !pip install kernels from kernels import get_kernel kernel = get_kernel("SZLHOLDINGS/szl-blocked") - Scikit-learn
How to use SZLHOLDINGS/szl-blocked with Scikit-learn:
from huggingface_hub import hf_hub_download import joblib model = joblib.load( hf_hub_download("SZLHOLDINGS/szl-blocked", "sklearn_model.joblib") ) # only load pickle files from sources you trust # read more about it here https://skops.readthedocs.io/en/stable/persistence.html - Notebooks
- Google Colab
- Kaggle
card: honest source-of-record + family cross-links (kernels unification)
Browse files
README.md
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@@ -117,6 +117,8 @@ clf = joblib.load("model.joblib") # feature spec: TRAINING_RECEIPT.json data.f
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Re-verify everything: `python scripts/eval.py` (sha256-checks the shipped model against the
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receipt, regenerates the seeded kernel-labeled dataset, retrains, and compares fidelity within ±0.02).
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---
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<sub><b>SZL Holdings honesty footer.</b> Λ = Conjecture 1 (advisory, never a theorem). locked-proven = exactly 8 {F1,F4,F7,F11,F12,F18,F19,F22}. Honesty labels: MEASURED / REPORTED / MODELED / HEURISTIC / UNKNOWN / UNAVAILABLE. Trust never 100% (ceiling 0.97). honest-BLOCKED is never flipped. <a href="https://a-11-oy.com">a-11-oy.com</a> · <a href="https://huggingface.co/SZLHOLDINGS">huggingface.co/SZLHOLDINGS</a></sub>
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Re-verify everything: `python scripts/eval.py` (sha256-checks the shipped model against the
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receipt, regenerates the seeded kernel-labeled dataset, retrains, and compares fidelity within ±0.02).
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**Source of record & family.** `get_kernel` resolves the pinned [Kernel Hub repo](https://huggingface.co/kernels/SZLHOLDINGS/szl-blocked) (verified revision `a6642f7346be5839049eb9a5e29361da18a12562`); this kernel has **no separate GitHub repository** — the Kernel Hub repo is the source of record (honest label, nothing hidden). Family: [szl-kernels hub](https://huggingface.co/SZLHOLDINGS/szl-kernels) · [Governed Kernels & Verifiers](https://huggingface.co/collections/SZLHOLDINGS/governed-kernels-and-verifiers-6a542ad83a4b75151bf5eae3) · [github.com/szl-holdings](https://github.com/szl-holdings).
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---
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<sub><b>SZL Holdings honesty footer.</b> Λ = Conjecture 1 (advisory, never a theorem). locked-proven = exactly 8 {F1,F4,F7,F11,F12,F18,F19,F22}. Honesty labels: MEASURED / REPORTED / MODELED / HEURISTIC / UNKNOWN / UNAVAILABLE. Trust never 100% (ceiling 0.97). honest-BLOCKED is never flipped. <a href="https://a-11-oy.com">a-11-oy.com</a> · <a href="https://huggingface.co/SZLHOLDINGS">huggingface.co/SZLHOLDINGS</a></sub>
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