Text Classification
Transformers
TensorBoard
Safetensors
distilbert
Generated from Trainer
text-embeddings-inference
Instructions to use swaraj150/improved_finetuned_model with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use swaraj150/improved_finetuned_model with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-classification", model="swaraj150/improved_finetuned_model")# pip install -U transformers accelerate # Load model directly from transformers import AutoTokenizer, AutoModelForSequenceClassification tokenizer = AutoTokenizer.from_pretrained("swaraj150/improved_finetuned_model") model = AutoModelForSequenceClassification.from_pretrained("swaraj150/improved_finetuned_model", device_map="auto") - Notebooks
- Google Colab
- Kaggle
improved_finetuned_model
This model is a fine-tuned version of distilbert-base-uncased on an unknown dataset. It achieves the following results on the evaluation set:
- Loss: 0.0409
- Mse: 0.0409
- Rmse: 0.2022
- Mae: 0.1332
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: 16
- eval_batch_size: 16
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- num_epochs: 5
Training results
| Training Loss | Epoch | Step | Validation Loss | Mse | Rmse | Mae |
|---|---|---|---|---|---|---|
| 0.109 | 1.0 | 567 | 0.0651 | 0.0651 | 0.2552 | 0.1789 |
| 0.0532 | 2.0 | 1134 | 0.0518 | 0.0518 | 0.2277 | 0.1519 |
| 0.0339 | 3.0 | 1701 | 0.0442 | 0.0442 | 0.2103 | 0.1382 |
| 0.024 | 4.0 | 2268 | 0.0419 | 0.0419 | 0.2047 | 0.1381 |
| 0.019 | 5.0 | 2835 | 0.0409 | 0.0409 | 0.2022 | 0.1332 |
Framework versions
- Transformers 4.44.2
- Pytorch 2.4.0+cu121
- Datasets 3.0.0
- Tokenizers 0.19.1
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Model tree for swaraj150/improved_finetuned_model
Base model
distilbert/distilbert-base-uncased