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covid-tweets-sentiment-analysis-distilbert-model – AI Model by Adoley | AlphaNeural AI
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Adoley
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covid-tweets-sentiment-analysis-distilbert-model
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transformers
pytorch
tensorboard
safetensors
distilbert
text-classification
generated_from_trainer
apache-2.0
autotrain_compatible
endpoints_compatible
us
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covid-tweets-sentiment-analysis-distilbert-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: 0.5979
Rmse: 0.6680
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: 2
eval_batch_size: 2
seed: 42
gradient_accumulation_steps: 16
total_train_batch_size: 32
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_steps: 500
num_epochs: 10
Training results
Training Loss
Epoch
Step
Validation Loss
Rmse
0.7464
2.0
500
0.5979
0.6680
0.4318
4.0
1000
0.6374
0.6327
0.1694
6.0
1500
0.9439
0.6311
0.072
8.0
2000
1.1471
0.6556
0.0388
10.0
2500
1.2217
0.6437
Framework versions
Transformers 4.29.1
Pytorch 2.0.0+cu118
Datasets 2.12.0
Tokenizers 0.13.3
