Text Classification
Transformers
TensorBoard
Safetensors
bert
Generated from Trainer
text-embeddings-inference
Instructions to use verotei/bert-base-spanish-wwm-cased-nlp-transformers-sentiment-amazon with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use verotei/bert-base-spanish-wwm-cased-nlp-transformers-sentiment-amazon with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="verotei/bert-base-spanish-wwm-cased-nlp-transformers-sentiment-amazon")# Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("verotei/bert-base-spanish-wwm-cased-nlp-transformers-sentiment-amazon") model = AutoModelForSequenceClassification.from_pretrained("verotei/bert-base-spanish-wwm-cased-nlp-transformers-sentiment-amazon", device_map="auto") - Notebooks
- Google Colab
- Kaggle
bert-base-spanish-wwm-cased-nlp-transformers-sentiment-amazon
This model is a fine-tuned version of dccuchile/bert-base-spanish-wwm-cased on the None dataset. It achieves the following results on the evaluation set:
- Loss: 0.5147
- Accuracy: 0.8536
Model description
More information needed
Intended uses & limitations
More information needed
Training and evaluation data
More information needed
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 2e-05
- train_batch_size: 8
- eval_batch_size: 8
- seed: 42
- optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
- lr_scheduler_type: linear
- num_epochs: 2
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy |
|---|---|---|---|---|
| 0.3577 | 1.0 | 2500 | 0.3625 | 0.8496 |
| 0.2599 | 2.0 | 5000 | 0.5147 | 0.8536 |
Framework versions
- Transformers 4.56.1
- Pytorch 2.8.0+cu126
- Datasets 4.0.0
- Tokenizers 0.22.0
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Model tree for verotei/bert-base-spanish-wwm-cased-nlp-transformers-sentiment-amazon
Base model
dccuchile/bert-base-spanish-wwm-cased