Update README.md

README.md

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-** This is work in progress **
 
-Spanish News Classification Headlines
 
-SNCH: is a model for sequence classification trained on private dataset. The  model will output the probability of a label('ciencia_tecnologia','clickbait','cultura','deportes','economia','educacion','medio_ambiente', 'opinion','politica',
+# Spanish News Classification Headlines
+
+SNCH: this model was develop by [M47Labs](https://www.m47labs.com/es/)  the goal is sequence classification,the base model use was [BETO](https://huggingface.co/dccuchile/bert-base-spanish-wwm-cased)
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+trained on private dataset. The  model will output the probability of a label('ciencia_tecnologia','clickbait','cultura','deportes','economia','educacion','medio_ambiente', 'opinion','politica',
  'sociedad'), the arquitecture of the NN is only in Pytorch.
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+# 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
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+
+# Finetune Hyperparameters
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+ * MAX_LEN = 32
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+ * TRAIN_BATCH_SIZE = 8
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+ * VALID_BATCH_SIZE = 4
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+ * EPOCHS = 5
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+ * LEARNING_RATE = 1e-05
+