Audio Classification

Articles

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1. Audio Classification using FastAI and On-the-Fly Frequency Transforms

2. Audio Classification Using CNN — An Experiment

3. Sound Classification using Deep Learning

4. Audio signal feature extraction and clustering

5. Using Deep Learning For Sound Classification: An In-Depth Analysis

6. Audio Classification : A Convolutional Neural Network Approach

7. Great results on audio classification with fastai library

8. Urban Sound Classification, Part 1

9. Urban Sound Classification, Part 2

10. Urban Sound Classification — Part 1: sound wave, digital audio signal

11. Urban Sound Classification — Part 2: sample rate conversion, Librosa

Github Resources

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• Keras Audio
• 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
• Urban-Sound-Classification
• pyAudio Classification
• UrbanSound classification using Convolutional Recurrent Networks in PyTorch
• MAX-Audio-Classifier
• Audio classification with VGGish as feature extractor in TensorFlow
• CNN 1D vs 2D audio classification
• Attention and Localization based on a Deep Convolutional Recurrent Model for Weakly Supervised Audio Tagging
• Sequence to Sequence Autoencoders for Unsupervised Representation Learning From Audio
• Convolutional Recurrent Neural Networks for Polyphonic Sound Event Detection
• A convolutional neural network approach for acoustic scene classification
• CQT-Based Convolutional Neural Networks for Audio Scene Classification and Domestic Audio Tagging
• Deep Neural Network Baseline For Dcase Challenge 2016
• Implementation of music genre classification, audio-to-vec, song recommender, and music search in mxnet
• Audio Classification - Multilayer Neural Networks using TensorFlow
• Audio Classification using LSTM

• Google Speech Command Dataset Classification Neural Network, CNN, RNN
• Multi class audio classification using Deep Learning (MLP, CNN)
• Scene Classification using Audio in the nearby Environment
• Environmental Sound Classification on Microcontrollers using Convolutional Neural Networks
• Speech Commands Classification Demo for Oracle OpenWorld 2018
• RAVDESS-emotions-speech-audio-only
• A system that should classify audio in real-time
• Audio Tagging Challange Kaggle
• Music/speech classification by using discrete fourier transform and feeding the cnn a graphical visualization of sound
• Tensorflow implementation of music-genres-classification with InceptionResnetV2
• General Audio Classifier with e2e architecture Tensorflow code
• Audio context classification
• Detecting birdsong using machine learning
• Detect Emotion and Themes in Music
• Audio Track Classification by Genre, Composer and Mood for MIREX using SVM
• Voice Command Recognition
• Multi label audio classification using mixmatch & a noisy loss
• Classification of UrbanSound8K dataset using transfer learning

Book

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Chapter	Code Link
2	Machine Learning Basics
3	Text and Speech Basics
4	Basics of Deep Learning
5	Embeddings
6	Convolutional Neural Networks
7	Recurrent Neural Networks
8	Automatic Speech Recognition
9	Attention and Memory Augmented Networks
10	Multi-task Learning
11	Transfer Learning/Domain Adaptation
12	End-to-end Speech Recognition
13	Deep Reinforcement Learning for Text and Speech

Happy Learning...!!!