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miosipof/
asr_Synth_EasyCall_v0

Name: asr_Synth_EasyCall_v0
Availability: InStock

peft

safetensors

generated_from_trainer

Dysarthria_Synthetic_Easycall_Common

openai/whisper-medium

adapter

apache-2.0

model-index

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Whisper Medium

This model is a fine-tuned version of openai/whisper-medium on the Dysarthria_Synthetic_Easycall_Common dataset. It achieves the following results on the evaluation set:

Loss: 0.8596
Wer: 62.5806

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: 0.0003
train_batch_size: 16
eval_batch_size: 8
seed: 42
gradient_accumulation_steps: 2
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: 100
num_epochs: 5
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Wer
5.3706	0.6897	50	4.0385	81.2903
1.6886	1.3793	100	1.1083	72.5806
0.6572	2.0690	150	0.9583	63.2258
0.4765	2.7586	200	0.9143	121.9355
0.3623	3.4483	250	0.8818	118.0645
0.2794	4.1379	300	0.8554	63.2258
0.2252	4.8276	350	0.8596	62.5806

Framework versions

PEFT 0.14.0
Transformers 4.45.2
Pytorch 2.2.0
Datasets 3.2.0
Tokenizers 0.20.3

miosipof/asr_Synth_EasyCall_v0

Whisper Medium

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

miosipof/
asr_Synth_EasyCall_v0