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My name is Stephen William and I specialize in Speech Recognition, Audio Classification, and Natural Language Processing. Welcome to my Github!

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Here are some of my completed projects:

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Audio Classification for recorded speech using audio feature extraction and augmentation feed into a Convolutional Neural Network. The model has an accuracy of 70% and uses Librosa for audio preprocessing and Tensorflow for the Machine Learning models.

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Music genre classification using the GTZAN Dataset and extracting important features like mel-spectrogram and MFCC. Multiple Machine Learning techniques where attempted and the best result was a model with 4 2 dimensional Convolutional Neural Netowrk layers each with MaxPooling and Batch Normalization. The model achieved a 73% training accuracy.

Here is what I am currently working on"

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Speech Recognition experiments using the latest Deep Learning methods and feature extraction and augmentation techniques. I will be using popular speech datasets including TensorFlow's Speech Commands and the LibriSpeech ASR corpus. I will be using PyTorch for most of the audio data preprocessing and transformations as well as the Deep Learning models.

Stephen William's Projects

teal icon teal

Library of TensorFlow layers for audio data processing and data augmentation

transformers icon transformers

🤗 Transformers: State-of-the-art Machine Learning for Pytorch, TensorFlow, and JAX.

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