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David Hockaday's Projects

tonet icon tonet

The official implementation of "TONet: Tone-Octave Network for Singing Melody Extraction from Polyphonic Music"

torch-audiomentations icon torch-audiomentations

Fast audio data augmentation in PyTorch. Inspired by audiomentations. Useful for deep learning.

torchcde icon torchcde

Differentiable controlled differential equation solvers for PyTorch with GPU support and memory-efficient adjoint backpropagation.

torchsynth icon torchsynth

A GPU-optional modular synthesizer in pytorch, 16200x faster than realtime, for audio ML researchers.

towhee icon towhee

Towhee is a framework that is dedicated to making neural data processing pipelines simple and fast.

tracebase icon tracebase

Multivariate time series forecasting on high-dimensional and sparse Uber movement speed data.

trackboundaries icon trackboundaries

Automatically detects many audio parameters, and notates a liquidaudio playlist accordingly

transdim icon transdim

Machine learning for transportation data imputation and prediction.

transformeradt icon transformeradt

Deep Learning for Audio and Music assignment: A vanilla transformer encoder that does Audio Drum Transcription (ADT) on the Groove Dataset and a VAE to generate synthetic training data

transformergrooveinfilling icon transformergrooveinfilling

Transformer Groove Infilling implementation, part of my Master Thesis: Completing Audio Drum Loops with Transformer Neural Networks, under the supervision of Sergi Jordà and Behzad Haki at the Music Technology Group at the Universitat Pompeu Fabra (Barcelona).

transformers icon transformers

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

transition-analysis icon transition-analysis

Code for "Reverse-Engineering The Transition Regions of Real-World DJ Mixes using Sub-band Analysis with Convex Optimization" NIME 2021

tree icon tree

tree is a library for working with nested data structures

tri-level-vit icon tri-level-vit

[AAAI 2023] Peeling the Onion: Hierarchical Reduction of Data Redundancy for Efficient Vision Transformer Training

ts2vec icon ts2vec

A universal time series representation learning framework

tsai icon tsai

Time series Timeseries Deep Learning Machine Learning Pytorch fastai | State-of-the-art Deep Learning library for Time Series and Sequences in Pytorch / fastai

tsfresh icon tsfresh

Automatic extraction of relevant features from time series:

tt-vae-gan icon tt-vae-gan

Timbre transfer with variational autoencoding and cycle-consistent adversarial networks. Able to transfer the timbre of an audio source to that of another.

tutorial icon tutorial

Tutorial covering Open Source tools for Source Separation.

ufo icon ufo

Official PyTorch implementation of the “A Unified Transformer Framework for Co-Segmentation, Co-Saliency Detection and Video Salient Object Detection”.

ula-statfem icon ula-statfem

Code to run statistical finite element method (statFEM) experiments with Langevin dynamics.

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