kannada_wav2vec2_final

TheAIchemist13/kannada_wav2vec2_final

kannada_wav2vec2_final is a automatic speech recognition model from TheAIchemist13. Use it when you need speech turned into text. It is set up for transformers.

should probably proofread and complete it, then remove this comment. --

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At a glance

Task: Automatic Speech Recognition
Library: transformers
Model type: wav2vec2
Access: Public
Created: Oct 11, 2023
Updated: Oct 12, 2023
SHA: 6f19272a

Base models

Harveenchadha/vakyansh-wav2vec2-kannada-knm-560

Model card

From the Hugging Face model README

kannada_wav2vec2_final

This model is a fine-tuned version of Harveenchadha/vakyansh-wav2vec2-kannada-knm-560 on an unknown dataset. It achieves the following results on the evaluation set:

Loss: 0.0031
Wer: 0.1030

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: 10
num_epochs: 50

Training results

Training Loss	Epoch	Step	Validation Loss	Wer
1.2326	8.33	25	0.2090	0.3620
0.2484	16.67	50	0.0718	0.1836
0.1391	25.0	75	0.0482	0.1308
0.0653	33.33	100	0.0091	0.1083
0.0616	41.67	125	0.0039	0.1044
0.0369	50.0	150	0.0031	0.1030

Framework versions

Transformers 4.34.0
Pytorch 2.0.1+cu118
Datasets 1.18.3
Tokenizers 0.14.1

Task: Automatic Speech Recognition
Library: transformers
Type: wav2vec2
Created: Oct 11, 2023
Updated: Oct 12, 2023