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audio-classification-resources's Introduction

Audio Classification

Articles


  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


Book


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...!!!

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