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finetuning-sentiment-text-mining
sakasa007/finetuning-sentiment-text-mining
finetuning-sentiment-text-mining is a text classification model from sakasa007. Use it when you need a label for a piece of text. It is set up for transformers. The card lists the license as mit.
should probably proofread and complete it, then remove this comment. --
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At a glance
- Task
- Text Classification
- Library
- transformers
- License
- mit
- Model type
- roberta
- Access
- Public
- Created
- Mar 25, 2023
- Updated
- Mar 30, 2023
- SHA
- 93b8a021
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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. -->
finetuning-sentiment-text-mining
- Loss: 1.3600
- Accuracy: 0.784
- F1: 0.7840
Model description
This model was finetuned for course Text mining for Ai at Vrije university Amsterdam
Intended uses & limitations
Only use is for the final project in the course
Training and evaluation data
Data were reddit and twitter comments or tweets
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: 10
Training results
Framework versions
- Transformers 4.27.3
- Pytorch 1.13.1+cu116
- Datasets 2.10.1
- Tokenizers 0.13.2
- Task
- Text Classification
- Library
- transformers
- Type
- roberta
- License
- mit
- Languages
- en
- Created
- Mar 25, 2023
- Updated
- Mar 30, 2023