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z-dickson/
CAP_coded_UK_statutory_instruments

Name: CAP_coded_UK_statutory_instruments
Availability: InStock

generated_from_keras_callback

autotrain_compatible

endpoints_compatible

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CAP_coded_UK_statutory_instruments

This model predicts the CAP code of parliamentary bills/instruments (https://www.comparativeagendas.net/pages/master-codebook)

The model is trained on ~40k UK Parliamentary Statutory Instruments from the UK House of Commons and the Scottish Parliament. The model is cased (case sensitive)

Any questions on the model and training data feel free to message me on twitter - @sachary_

Train Loss: 0.1188
Train Sparse Categorical Accuracy: 0.9688
Validation Loss: 0.2032
Validation Sparse Categorical Accuracy: 0.9556

The following hyperparameters were used during training:

optimizer: {'name': 'Adam', 'learning_rate': 5e-05, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-07, 'amsgrad': False}
training_precision: float32

Training results

Train Loss	Train Sparse Categorical Accuracy	Validation Loss	Validation Sparse Categorical Accuracy	Epoch
0.2167	0.9474	0.2351	0.9444	0
0.1539	0.9592	0.2076	0.9536	1
0.1188	0.9688	0.2032	0.9556	2

Framework versions

Transformers 4.19.2
TensorFlow 2.8.2
Datasets 2.2.2
Tokenizers 0.12.1

z-dickson/CAP_coded_UK_statutory_instruments

CAP_coded_UK_statutory_instruments

Training results

Framework versions

z-dickson/
CAP_coded_UK_statutory_instruments