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sentiment_analytics_bert_drop_50_50_real – AI Model by iTroned | AlphaNeural AI

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iTroned/
sentiment_analytics_bert_drop_50_50_real

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generated_from_trainer

distilbert/distilbert-base-uncased

endpoints_compatible

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sentiment_analytics_bert_drop_50_50_real

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: 0.3847

accuracy

: 0.8523

f1

: 0.8480

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
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: linear
num_epochs: 50

Training results

| Training Loss | Epoch | Step | Validation Loss |

accuracy

|

f1

| |:-------------:|:-----:|:----:|:---------------:|:------------:|:------:| | No log | 1.0 | 414 | 0.3847 | 0.8523 | 0.8480 | | 0.4504 | 2.0 | 828 | 0.4045 | 0.8244 | 0.8289 | | 0.3323 | 3.0 | 1242 | 0.4237 | 0.8314 | 0.8311 |

Framework versions

Transformers 4.45.2
Pytorch 2.5.0+cu124
Datasets 3.0.1
Tokenizers 0.20.1