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Sponsored by
APIMart
keras-io / text-classification-with-transformer
Model's Last Updated: July 05 2024
text-classification
Introduction of text-classification-with-transformer
Model Details of text-classification-with-transformer
Model description
Implement a Transformer block as a Keras layer and use it for text classification.
For details on the implementation, please see the original link on keras
Full credits to: Apoorv Nandan
Training and evaluation data
The model is trained and evaluated on the IMDB dataset for sentiment analysis.
Details on the dataset can be found on keras
Note that the keras dataset is already tokenized, so the model doesn't have an associated tokenizer. Since the hosted text classification pipeline only accepts text as input, it is currently broken.
For a live demo of the model using my own tokenizer, please use the space
Training hyperparameters
The following hyperparameters were used during training:
| name | learning_rate | decay | beta_1 | beta_2 | epsilon | amsgrad | training_precision |
|---|---|---|---|---|---|---|---|
| Adam | 0.0010000000474974513 | 0.0 | 0.8999999761581421 | 0.9990000128746033 | 1e-07 | False | float32 |
Training Metrics
| Epochs | Train Loss | Train Accuracy | Validation Loss | Validation Accuracy |
|---|---|---|---|---|
| 1 | 0.385 | 0.819 | 0.298 | 0.868 |
| 2 | 0.198 | 0.925 | 0.333 | 0.863 |
Model Plot
View Model Plot
Runs of keras-io text-classification-with-transformer on huggingface.co
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More Information About text-classification-with-transformer huggingface.co Model
Url of text-classification-with-transformer
text-classification-with-transformer huggingface.co Url
Provider of text-classification-with-transformer huggingface.co
Other API from keras-io
Updated:July 05 2024
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