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README.md ADDED
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+ ---
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+ license: apache-2.0
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+ tags:
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+ - afro-digits-speech
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+ datasets:
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+ - crowd-speech-africa
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+ metrics:
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+ - accuracy
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+ model-index:
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+ - name: afrospeech-wav2vec-kua
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+ results:
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+ - task:
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+ name: Audio Classification
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+ type: audio-classification
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+ dataset:
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+ name: Afro Speech
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+ type: chrisjay/crowd-speech-africa
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+ args: no
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+ metrics:
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+ - name: Validation Accuracy
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+ type: accuracy
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+ value: 0.9921875
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+ ---
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+
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+
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+ # afrospeech-wav2vec-kua
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+
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+ This model is a fine-tuned version of [facebook/wav2vec2-base](https://huggingface.co/facebook/wav2vec2-base) on the [crowd-speech-africa](https://huggingface.co/datasets/chrisjay/crowd-speech-africa), which was a crowd-sourced dataset collected using the [afro-speech Space](https://huggingface.co/spaces/chrisjay/afro-speech). It achieves the following results on the [validation set](VALID_oshiwambo_kua_audio_data.csv):
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+
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+ - F1: 0.9913480945477086
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+ - Accuracy: 0.9921875
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+
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+ The confusion matrix below helps to give a better look at the model's performance across the digits. Through it, we can see the precision and recall of the model as well as other important insights.
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+
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+ ![confusion matrix](afrospeech-wav2vec-kua_confusion_matrix_VALID.png)
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+
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+
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+ ## Training and evaluation data
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+
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+ The model was trained on a mixed audio data from Oshiwambo (`kua`).
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+
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+ - Size of training set: 1376
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+ - Size of validation set: 345
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+
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+ Below is a distribution of the dataset (training and valdation)
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+
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+ ![digits-bar-plot-for-afrospeech](digits-bar-plot-for-afrospeech-wav2vec-kua.png)
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+
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+
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+ ### Training hyperparameters
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+
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+ The following hyperparameters were used during training:
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+ - learning_rate: 3e-05
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+ - train_batch_size: 64
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+ - eval_batch_size: 64
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+ - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
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+ - num_epochs: 150
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+
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+ ### Training results
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+
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+ | Training Loss | Epoch | Validation Accuracy |
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+ |:-------------:|:-----:|:--------:|
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+ | 0.0096 | 1 | 0.9843 |
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+ | 0.2555 | 50 | 0.9843 |
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+ | 0.00145 | 100 | 0.98177 |
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+ | 0.00053 | 150 | 0.97770 |
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+
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+
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+
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+ ### Framework versions
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+
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+ - Transformers 4.21.3
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+ - Pytorch 1.12.0
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+ - Datasets 1.14.0
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+ - Tokenizers 0.12.1
VALID_oshiwambo_kua_audio_data.csv ADDED
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+ audio_path,transcript,lang,lang_code,gender,age,country,accent
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+ AUDIO_HOMEPATH/data/1XSMyxCLehpiWXxtZqQWaOzOY6axSec8/audio.wav,8,oshiwambo,kua,Male,26.0,United Kingdom,
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+ AUDIO_HOMEPATH/data/eTwkCexy0E5PIw2TtWugArGmrXe2xjuC/audio.wav,4,oshiwambo,kua,Male,26.0,United Kingdom,
345
+ AUDIO_HOMEPATH/data/Nlf7erIHlBYMF18L5gla5fOcLFzTPW6R/audio.wav,9,oshiwambo,kua,Female,25.0,Namibia,
346
+ AUDIO_HOMEPATH/data/tWZiwrD17BMvgW2W8nTwWTZuQU09bL6j/audio.wav,0,oshiwambo,kua,Female,25.0,Namibia,
afrospeech-wav2vec-kua_METRICS_VALID.json ADDED
@@ -0,0 +1 @@
 
 
1
+ {"acc": 0.9921875, "f1": 0.9913480945477086}
afrospeech-wav2vec-kua_confusion_matrix_VALID.png ADDED
digits-bar-plot-for-afrospeech-wav2vec-kua.png ADDED