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End of training

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README.md ADDED
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+ ---
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+ license: mit
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+ base_model: sagorsarker/bangla-bert-base
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+ tags:
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+ - generated_from_trainer
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+ metrics:
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+ - f1
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+ - accuracy
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+ model-index:
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+ - name: bangla-bert-base-MLTC-BB2
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+ results: []
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+ ---
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+
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+ <!-- This model card has been generated automatically according to the information the Trainer had access to. You
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+ should probably proofread and complete it, then remove this comment. -->
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+
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+ # bangla-bert-base-MLTC-BB2
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+
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+ This model is a fine-tuned version of [sagorsarker/bangla-bert-base](https://huggingface.co/sagorsarker/bangla-bert-base) on the None dataset.
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+ It achieves the following results on the evaluation set:
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+ - Loss: 0.4005
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+ - F1: 0.8514
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+ - F1 Weighted: 0.8504
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+ - Roc Auc: 0.8470
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+ - Accuracy: 0.5424
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+ - Hamming Loss: 0.1530
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+ - Jaccard Score: 0.7413
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+ - Zero One Loss: 0.4576
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+
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+ ## Model description
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+
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+ More information needed
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+
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+ ## Intended uses & limitations
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+
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+ More information needed
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+
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+ ## Training and evaluation data
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+
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+ More information needed
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+
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+ ## Training procedure
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 2e-05
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+ - train_batch_size: 16
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+ - eval_batch_size: 16
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+ - seed: 42
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+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - lr_scheduler_type: linear
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+ - num_epochs: 10
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Step | Validation Loss | F1 | F1 Weighted | Roc Auc | Accuracy | Hamming Loss | Jaccard Score | Zero One Loss |
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+ |:-------------:|:-----:|:----:|:---------------:|:------:|:-----------:|:-------:|:--------:|:------------:|:-------------:|:-------------:|
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+ | 0.4015 | 1.0 | 73 | 0.4027 | 0.8246 | 0.8201 | 0.8206 | 0.5039 | 0.1793 | 0.7016 | 0.4961 |
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+ | 0.3579 | 2.0 | 146 | 0.3583 | 0.8541 | 0.8548 | 0.8522 | 0.5553 | 0.1478 | 0.7453 | 0.4447 |
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+ | 0.2831 | 3.0 | 219 | 0.3768 | 0.8429 | 0.8402 | 0.8360 | 0.5398 | 0.1639 | 0.7284 | 0.4602 |
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+ | 0.1799 | 4.0 | 292 | 0.3565 | 0.8534 | 0.8534 | 0.8489 | 0.5604 | 0.1510 | 0.7443 | 0.4396 |
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+ | 0.1671 | 5.0 | 365 | 0.3724 | 0.8552 | 0.8547 | 0.8508 | 0.5681 | 0.1491 | 0.7470 | 0.4319 |
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+ | 0.1451 | 6.0 | 438 | 0.3773 | 0.8493 | 0.8484 | 0.8477 | 0.5450 | 0.1523 | 0.7381 | 0.4550 |
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+ | 0.0899 | 7.0 | 511 | 0.3986 | 0.8502 | 0.8494 | 0.8457 | 0.5398 | 0.1542 | 0.7394 | 0.4602 |
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+ | 0.0744 | 8.0 | 584 | 0.4005 | 0.8514 | 0.8504 | 0.8470 | 0.5424 | 0.1530 | 0.7413 | 0.4576 |
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.41.2
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+ - Pytorch 2.1.2
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+ - Datasets 2.19.2
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+ - Tokenizers 0.19.1
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