emotions_xls53_6_classes – AI Model by antonjaragon | AlphaNeural AI

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antonjaragon/
emotions_xls53_6_classes

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audio-classification

generated_from_trainer

facebook/wav2vec2-large-xlsr-53

endpoints_compatible

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emotions_xls53_6_classes

This model is a fine-tuned version of facebook/wav2vec2-large-xlsr-53 on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.8000
Accuracy: 0.7678

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: 32
eval_batch_size: 32
seed: 42
gradient_accumulation_steps: 4
total_train_batch_size: 128
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_ratio: 0.1
num_epochs: 10

Training results

Training Loss	Epoch	Step	Validation Loss	Accuracy
0.6892	0.99	76	0.8018	0.7346
0.6611	2.0	153	0.7451	0.7482
0.6012	2.99	229	0.6767	0.7731
0.4795	4.0	306	0.8686	0.7408
0.5143	4.99	382	0.7684	0.7629
0.4878	6.0	459	0.7513	0.7744
0.4619	6.99	535	0.8314	0.7596
0.458	8.0	612	0.7943	0.7670
0.4383	8.99	688	0.8460	0.7596
0.5196	9.93	760	0.8000	0.7678

Framework versions

Transformers 4.31.0
Pytorch 2.0.1+cu117
Datasets 2.14.4
Tokenizers 0.13.3