Downloads · 30 days
7
2% of all-time downloads
tiny-mlm-tweet-target-imdb
muhtasham/tiny-mlm-tweet-target-imdb
tiny-mlm-tweet-target-imdb is a text classification model from muhtasham. 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. --
All-time downloads
424
Public
Repo size
176 MB
Likes
0
Public
Repo makeup
Click a slice to open those files.
.bin17.6 MB · 95%
At a glance
- Task
- Text Classification
- Library
- transformers
- License
- apache-2.0
- Model type
- bert
- Access
- Public
- Created
- Dec 11, 2022
- Updated
- Dec 11, 2022
- SHA
- e8f39350
Try a prompt
Datasets
Model card
From the Hugging Face model README
<!-- This model card has been generated automatically according to the information the Trainer had access to. You
should probably proofread and complete it, then remove this comment. -->
tiny-mlm-tweet-target-imdb
This model is a fine-tuned version of muhtasham/tiny-mlm-tweet on the imdb dataset. It achieves the following results on the evaluation set:
- Loss: 0.4017
- Accuracy: 0.8486
- F1: 0.9181
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: 3e-05
- train_batch_size: 32
- eval_batch_size: 32
- seed: 42
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: constant
- num_epochs: 200
Training results
| Training Loss | Epoch | Step | Validation Loss | Accuracy | F1 |
|---|---|---|---|---|---|
| 0.5661 | 0.64 | 500 | 0.3869 | 0.8363 | 0.9109 |
| 0.3798 | 1.28 | 1000 | 0.3730 | 0.8390 | 0.9125 |
| 0.3283 | 1.92 | 1500 | 0.2422 | 0.9018 | 0.9484 |
| 0.2926 | 2.56 | 2000 | 0.4156 | 0.8210 | 0.9017 |
| 0.2713 | 3.2 | 2500 | 0.3951 | 0.8405 | 0.9133 |
| 0.2519 | 3.84 | 3000 | 0.2170 | 0.9118 | 0.9539 |
| 0.2329 | 4.48 | 3500 | 0.4214 | 0.8357 | 0.9105 |
| 0.2074 | 5.12 | 4000 | 0.5114 | 0.8032 | 0.8909 |
| 0.1898 | 5.75 | 4500 | 0.4017 | 0.8486 | 0.9181 |
Framework versions
- Transformers 4.25.1
- Pytorch 1.12.1
- Datasets 2.7.1
- Tokenizers 0.13.2
- Task
- Text Classification
- Library
- transformers
- Type
- bert
- License
- apache-2.0
- Created
- Dec 11, 2022
- Updated
- Dec 11, 2022