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Ben Hesketh's Projects

courses icon courses

Course materials for the Data Science Specialization: https://www.coursera.org/specialization/jhudatascience/1

ctc icon ctc

Speech recognition with CTC in Keras with Tensorflow backend

cutout icon cutout

2.56%, 15.20%, 1.30% on CIFAR10, CIFAR100, and SVHN https://arxiv.org/abs/1708.04552

dnp icon dnp

Audio Denoising with Deep Network Priors

fider icon fider

Open platform to collect and prioritize product feedback

griffin_lim icon griffin_lim

Implementation of the Griffin and Lim algorithm to recover an audio signal from a magnitude-only spectrogram.

handson-ml2 icon handson-ml2

A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.

metricgan icon metricgan

MetricGAN: Generative Adversarial Networks based Black-box Metric Scores Optimization for Speech Enhancement (ICML 2019)

n2v icon n2v

This is the implementation of Noise2Void training.

noise2noise icon noise2noise

Noise2Noise: Learning Image Restoration without Clean Data - Official TensorFlow implementation of the ICML 2018 paper

noise2noise-audio_denoising_without_clean_training_data icon noise2noise-audio_denoising_without_clean_training_data

Source code for the paper titled "Speech Denoising without Clean Training Data: a Noise2Noise Approach". This paper tackles the problem of the heavy dependence of clean speech data required by deep learning based audio denoising methods by showing that it is possible to train deep speech denoising networks using only noisy speech samples.

noise2self icon noise2self

A framework for blind denoising with self-supervision.

porcupine icon porcupine

On-device wake word detection powered by deep learning.

python-pesq icon python-pesq

PESQ (Perceptual Evaluation of Speech Quality) Wrapper for Python Users using cython

real-time-collaborative-text-editor icon real-time-collaborative-text-editor

A rich-text collaborative editor which allows multiple users to edit the same document at the same time. Uses CRDT and web-socket for real-time collabroation

rnnoise icon rnnoise

Recurrent neural network for audio noise reduction

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