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Curated list of articles related to deep learning scientific research applied to music

Audio Classifier in Keras using Convolutional Neural Network

Deep learning driven jazz generation using Keras & Theano

End-to-end learning for music audio tagging at scale

Music Genre classification on GTZAN dataset using CNNs

Pitch Estimation of Choir Music using Deep Learning Strategies: from Solo to Unison Recordings

Music Genre Classification with LSTMs

CNN based Music Emotion Classification using TensorFlow

Separating singing voice from music based on deep neural networks in Tensorflow

Music tag classification model using CRNN

Finding the genre of a song with Deep Learning

Composing music using neural nets

Performance-RNN-PyTorch

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Curated list of articles related to deep learning scientific research applied to music

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Curated list of articles related to deep learning scientific research applied to music

DL4MIR tutorial with keras

Tutorial for Deep Learning on Music Information Retrieval by Thomas Lidy

Video talk from Ron Weiss

Ron Weiss (Google) Talk on Training neural network acoustic models on waveforms

Slides on DL4M

A personal (re)view of the state-of-the-art by Jordi Pons

DL4MIR tutorial

Python tutorials for learning to solve MIR tasks with DL

Awesome Python Scientific Audio

Python resources for Audio and Machine Learning

ISMIR resources

Community maintained list

ISMIR Google group

Daily dose of general MIR

Awesome Python

Audio section of Python resources

Awesome Web Audio

WebAudio packages and resources

Awesome Music

Music softwares

Awesome Music Production

Music creation

The Asimov Institute

6 deep learning tools for music generation

DLM Google group

Deep Learning in Music group

MIR community on Slack

Link to subscribe to the MIR community's Slack

Unclassified list of MIR-related links

Cory McKay's list of various links on DL, MIR, ...

MIRDL

Unmaintained list of DL articles for MIR from Jordi Pons

WWW 2018 Challenge

Learning to Recognize Musical Genre on the FMA dataset

Music generation with DL

List of resources on music generation with deep learning

Auditory Scene Analysis

Book about the perceptual organization of sound by Albert Bregman, the "father of Auditory Scene Analysis".

Demonstrations of Auditory Scene Analysis

Audio demonstrations, which illustrate examples of auditory perceptual organization.

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Curated list of articles related to deep learning scientific research applied to music

AudioContentAnalysis nearly exhaustive list of music-related datasets

Teaching MIR

Wikipedia's list of datasets for machine learning research

Datasets for deep learning

Awesome public datasets

An awesome list of public datasets.

Awesome music listening

DLPaper2Code: Auto-generation of Code from Deep Learning Research Papers

Model Convertors

Convertors for DL frameworks and backend

Deep architecture genealogy

Genealogy of DL architectures

Deep Learning as an Engineer

Slides from Jan Schlüter

Awesome Deep Learning

General deep learning resources

Awesome Deep Learning Resources

Papers regarding deep learning and deep reinforcement learning

Awesome RNNs

RNNs code, theory and applications

Cheatsheets AI

Cheat Sheets for Keras, neural networks, scikit-learn,...

DL PaperNotes

Summaries and notes on general deep learning research papers

Echo State Network

DL in NLP

Best practices for using neural networks by Sebastian Ruder

CNN overview

Stanford Course

Dilated Recurrent Neural Networks

How to improve RNNs?

Encoder-Decoder in RNNs

How Does Attention Work in Encoder-Decoder Recurrent Neural Networks

On the use of DL

Misc fun around DL

ML from scratch

Python implementations of ML models and algorithms from scratch from Data Mining to DL

Comparison of DL frameworks

Presentation describing the different existing frameworks for DL

ELU > ReLU

Article describing the differences between ELU and ReLU

Reinforcement Learning: An Introduction

Book about reinforcement learning

Estimating Optimal Learning Rate

Blog post on the learning rate optimisation

GitHub repo for sklearn add-on for imbalanced learning

ML in uneven datasets

Video on DL from Nando de Freitas, Scott Reed and Oriol Vinyals

Deep Learning: Practice and Trends (NIPS 2017 Tutorial, parts I & II)

Article "Are GANs Created Equal? A Large-Scale Study"

Actually comparing DL algorithms

Battle of the Deep Learning frameworks

DL frameworks comparison and evolution

Black-box optimization

There are other optimization algorithms than just gradient descent

Alexander Schindler

Meinard Müller, Christof Weiss, Stefan Balke

WWW 2018 Challenge

Learning to Recognize Musical Genre on the FMA dataset

Awesome Deep Learning

General deep learning resources

AINewsFeed

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Curated list of articles related to deep learning scientific research applied to music