distil_cased-fire-classification-silvanus

rollerhafeezh/distil_cased-fire-classification-silvanus

distil_cased-fire-classification-silvanus is a text classification model from rollerhafeezh. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as apache-2.0.

should probably proofread and complete it, then remove this comment. --

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At a glance

Task: Text Classification
Library: transformers
License: apache-2.0
Model type: distilbert
Access: Public
Created: Jun 24, 2024
Updated: Jun 24, 2024
SHA: d94965fc

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Base models

distilbert/distilbert-base-cased

Model card

From the Hugging Face model README

distil_cased-fire-classification-silvanus

This model is a fine-tuned version of distilbert/distilbert-base-cased on the Twitter (X) dataset. It achieves the following results on the evaluation set:

Loss: 0.4430
Accuracy: 0.9013

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: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 3

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy
No log	1.0	233	0.3722	0.8884
No log	2.0	466	0.4117	0.8927
0.2631	3.0	699	0.4430	0.9013

Framework versions

Transformers 4.35.0
Pytorch 2.1.0+cu118
Datasets 2.14.6
Tokenizers 0.14.1

Task: Text Classification
Library: transformers
Type: distilbert
License: apache-2.0
Languages: id, en, es, it, sk
Created: Jun 24, 2024
Updated: Jun 24, 2024