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Update task.md
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Rauf-Kurbanov committed Feb 26, 2018
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Expand Up @@ -8,7 +8,7 @@ To save time you will be provided with open implementation which you're free to
The preparation of train / test datasets are full responsibility of a student.

Task:
* Learn how to extract MFCC + FBANK features using librosa and and new feature extractor in laughter_prediction.feature_extractors.py
* Learn how to extract MFCC + FBANK features using librosa and add new feature extractor in laughter_prediction.feature_extractors.py
* Implement a new predictor in lauhter_prediction.predictors.py based on RNN architecture. Use separate loss function for MFCC features only and for the final output. Example can be found here: https://keras.io/getting-started/functional-api-guide/ at Multi-input and multi-output models section
* Add noise to dataset using robustiier from the first homework or download dataset with added noise from <coming soon> and compare prediction accuracy and clean data and data with added noise. Which dataset you'd use for train and which for test?
* Publish notebook with framewise AUC and plot a couple of audio samples with true laughter intervals with predicted laughter probability
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