Discover craffel/csc2516-deep-learning-fall-2023 Open Source project

Evaluation functions for music/audio information retrieval/signal processing algorithms.

849

mir_eval

Seminar on Large Language Models (COMP790-101 at UNC Chapel Hill, Fall 2022)

596

llm-seminar

307

theano-tutorial

A collection of tutorials on neural networks, using Theano

Code for creating a dataset of MIDI ground truth

222

midi-dataset

Code for "Online and Linear Time Attention by Enforcing Monotonic Alignments"

160

mad

Adding an ipynb tutorial to Lasagne

Lasagne-tutorial

Example implementation of Monotonic Chunkwise Attention.

mocha

Experiments using feedforward networks with attention

ff-attention

A tutorial on JAX (https://github.com/google/jax/)

jax-tutorial

Spearmint, without the gum

simple_spearmint

Benchmarking different LSTM libraries

lstm_benchmarks

Course repository for the Spring COMP790 course "Deep Learning" at UNC

comp790-deep-learning-spring-2021

remixavier

Given a mixed song, remove components that you have

MATLAB

comp790-deep-learning-spring-2022

Course repository for the Spring 2022 COMP790 course "Deep Learning" at UNC

midi-ground-truth

Code for "Extracting Ground Truth Information from MIDI Files: A MIDIfesto"

Code for generating colinraffel.com and my CV

craffel.github.io

HTML

alignment-search

Parameter search for MIDI alignment

Course repository for the Spring 2023 COMP664 course "Deep Learning" at UNC

comp664-deep-learning-spring-2023

median-filter

A fast 1d median filter, for filtering the rows and columns of a matrix.

comp790-information-theory-fall-2021

Course repository for the Fall 2021 COMP790 course "Information Theory" at UNC

crucialpython

Code from the weekly Crucial Python jaminars. http://labrosa.ee.columbia.edu/crucialpython/

Code for MIDI-audio alignment

align_midi

Python just-in-time compiled DTW library

djitw

thesis

My PhD thesis

Code for embedding pairs of sequences in a fixed-dimensional space

pse

Evaluator scripts for mir_eval.

mir_evaluators

Suite of toy problems which can test whether a model can learn long-term dependencies.

lstm_problems

Code for computing a spikegram of an audio signal using matching pursuit

spikegram-coding

Learning to convert sequences of feature vectors to downsampled sequences of hashes

dhs

Source for the ISMIR 2015 paper "Large-scale content-based matching of MIDI and audio files"

midi-dataset-ismir

Code for reproducing the results in "Measuring the Evolution of Contemporary Western Popular Music", Serrà et al.

music-evolution

Example code for "Training a Subsampling Mechanism in Expectation"

subsampling_in_expectation

ICASSP 2016 paper, "Optimizing DTW-Based Audio-to-MIDI Alignment and Matching"

alignment-search-icassp2016

Code for measuring the synchronization of musicians, with many onset detection methods implemented.

performerSynchronization

LaTeX source for ICASSP 2016 paper, "Pruning Subsequence Search with Attention-Based Embedding"

pruning_icassp2016

LaTeX source for ISMIR 2016 paper "Extracting Ground-Truth Information from MIDI Files: A MIDIfesto"

ismir2016extracting

cd && git clone --bare https://github.com/craffel/dotfiles.git .dotfiles && git --git-dir=.dotfiles --work-tree=. checkout

dotfiles

Shell

live-sets

Ableton Live set backup

rnntools

RNN layers for use with nntools

feature-inversion