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ricardo-filho/google-play-sentiment-analysis

sourceHugging Facemitupdated 3y agoView on Hugging Face
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Model Card

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google-play-sentiment-analysis

This model is a fine-tuned version of neuralmind/bert-base-portuguese-cased on an unknown dataset. It achieves the following results on the evaluation set:

  • —Loss: 3.6324
  • —F1: 0.5277

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
  • —trainbatchsize: 8
  • —evalbatchsize: 8
  • —seed: 42
  • —optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
  • —lrschedulertype: linear
  • —num_epochs: 10
  • —mixedprecisiontraining: Native AMP

Training results

Training LossEpochStepValidation LossF1
0.70561.011251.51270.4766
0.74722.022501.42960.5148
0.52663.033751.69380.5262
0.38874.045002.11850.5176
0.30785.056252.53830.5229
0.22866.067503.05660.5107
0.17187.078753.33690.5248
0.13248.090003.46150.5255
0.13729.0101253.55260.5221
0.109510.0112503.63240.5277

Framework versions

  • —Transformers 4.35.2
  • —Pytorch 2.1.0+cu121
  • —Datasets 2.15.0
  • —Tokenizers 0.15.0