\n# Spanish News Classification Headlines
SNCH: this model was develop by M47Labs the goal is text classification,the base model use was BETO, it was fine-tuned on 1000 example dataset.
Dataset Sample
Dataset size : 1000
Columns: idTask,task content 1,idTag,tag.
| idTask | task content 1 | idTag | tag |
|---|---|---|---|
| 3637d9ac-119c-4a8f-899c-339cf5b42ae0 | Alcalá de Guadaíra celebra la IV Semana de la Diversidad Sexual con acciones de sensibilización | 81b36360-6cbf-4ffa-b558-9ef95c136714 | sociedad |
| d56bab52-0029-45dd-ad90-5c17d4ed4c88 | El Archipiélago Chinijo Graciplus se impone en el Trofeo Centro Comercial Rubicón | ed198b6d-a5b9-4557-91ff-c0be51707dec | deportes |
| dec70bc5-4932-4fa2-aeac-31a52377be02 | Un total de 39 personas padecen ELA actualmente en la provincia | 81b36360-6cbf-4ffa-b558-9ef95c136714 | sociedad |
| fb396ba9-fbf1-4495-84d9-5314eb731405 | Eurocopa 2021 : Italia vence a Gales y pasa a octavos con su candidatura reforzada | ed198b6d-a5b9-4557-91ff-c0be51707dec | deportes |
| bc5a36ca-4e0a-422e-9167-766b41008c01 | Resolución de 10 de junio de 2021, del Ayuntamiento de Tarazona de La Mancha (Albacete), referente a la convocatoria para proveer una plaza. | 81b36360-6cbf-4ffa-b558-9ef95c136714 | sociedad |
| a87f8703-ce34-47a5-9c1b-e992c7fe60f6 | El primer ministro sueco pierde una moción de censura | 209ae89e-55b4-41fd-aac0-5400feab479e | politica |
| d80bdaad-0ad5-43a0-850e-c473fd612526 | El dólar se dispara tras la reunión de la Fed | 11925830-148e-4890-a2bc-da9dc059dc17 | economia |
Labels:
ciencia_tecnologia
clickbait
cultura
deportes
economia
educacion
medio_ambiente
opinion
politica
sociedad
Example of Use
An example on how to use the model in this page can be found in this colab notebook: https://colab.research.google.com/drive/1XsKea6oMyEckye2FePW_XN7Rf8v41Cw_?usp=sharing
Finetune Hyperparameters
MAX_LEN = 32
TRAIN_BATCH_SIZE = 8
VALID_BATCH_SIZE = 4
EPOCHS = 5
LEARNING_RATE = 1e-05
Train Results
Validation Results
|n_example|epoch|loss|acc| |500|0|2.0770938420295715|24.5| |500|1|1.6953029704093934|50.25| |500|2|1.258900796175003|64.25| |500|3|0.8342628020048142|78.25| |500|4|0.5135736921429634|90.25|
|n_example|epoch|loss|acc| |1000|0|1.916002897115854|36.1997226074896| |1000|1|1.2941598492664295|62.2746185852982| |1000|2|0.8201534710415117|76.97642163661581| |1000|3|0.524806430051615|86.9625520110957| |1000|4|0.30662027455784463|92.64909847434119|
