adiyoss

WatermarkNN

Watermarking Deep Neural Networks (USENIX 2018)

GCommandsPytorch

ConvNets for Audio Recognition using Google Commands Dataset

DeepAnomaly

Recurrent Neural Networks for Anomaly Detection using Time Series Data

DeepSegmentor

Sequence Segmentation using Joint RNN and Structured Prediction Models (ICASSP 2017)

AutoVowelDuration

Automatic Measurement of Vowel Duration for Consonant Vowel Consonant (CVC) sound files (JASA 2016)

StructED

Risk Minimization Algorithms in Structured Prediction (JMLR 2016)

Chroma

Pitch and chroma implementation in java

DeepVOT

Automatic Measurement of Voice Onset Time (VOT) using Deep Recurrent Neural Networks (Interspeech 2016)

InDepth-Analysis

Sentence Representation Analysis

colman_ml

ML course @ colman

DeepWDM

Recurrent Neural Networks for Word Duration Measurement

denoiser

Real Time Speech Enhancement in the Waveform Domain (Interspeech 2020)We provide a PyTorch implementation of the paper Real Time Speech Enhancement in the Waveform Domain. In which, we present a causal speech enhancement model working on the raw waveform that runs in real-time on a laptop CPU. The proposed model is based on an encoder-decoder architecture with skip-connections. It is optimized on both time and frequency domains, using multiple loss functions. Empirical evidence shows that it is capable of removing various kinds of background noise including stationary and non-stationary noises, as well as room reverb. Additionally, we suggest a set of data augmentation techniques applied directly on the raw waveform which further improve model performance and its generalization abilities.

diffq

DiffQ performs differentiable quantization using pseudo quantization noise. It can automatically tune the number of bits used per weight or group of weight, in order to achieve a given trade-off between the model size and accuracy.

Expresso

Expresso dataset demo page

Tools-to-Design-or-Visualize-Architecture-of-Neural-Network

Tools to Design or Visualize Architecture of Neural Network

adiyoss.github.io

Personal website

audio-cont

dataset

dotfiles

dotfiles for vim, tmux, etc.

dsVAE-NES

fairseq

Facebook AI Research Sequence-to-Sequence Toolkit written in Python.

griffin_lim

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

iTerm2-Color-Schemes

Over 150 terminal color schemes/themes for iTerm/iTerm2 (with ports to Terminal, Konsole, PuTTY, Xresources, XRDB, and Terminator)

nltk_contrib

NLTK Contrib

OpenNMT

Open-Source Neural Machine Translation in Torch

py-webrtcvad

Python interface to the WebRTC Voice Activity Detector

pytorch-stft

An STFT/iSTFT for PyTorch.

StarGAN

PyTorch Implementation of StarGAN - CVPR 2018

turk

wav2letter

Facebook AI Research's Automatic Speech Recognition Toolkit