AudioSignalProcessingForML

Code and slides of my YouTube series called "Audio Signal Proessing for Machine Learning"

Name		Name	Last commit message	Last commit date
Latest commit History 28 Commits
.idea		.idea
1- Overview		1- Overview
10 - Fourier Transform: The Intuition		10 - Fourier Transform: The Intuition
11 - Complex numbers for audio signal processing		11 - Complex numbers for audio signal processing
12- Defining the Fourier transform using complex numbers		12- Defining the Fourier transform using complex numbers
13- Discrete Fourier Transform		13- Discrete Fourier Transform
14- Extracting the Discrete Fourier Transform		14- Extracting the Discrete Fourier Transform
15 - Short-Time Fourier Transform explained easily		15 - Short-Time Fourier Transform explained easily
16 - Extracting Spectrograms from Audio with Python		16 - Extracting Spectrograms from Audio with Python
17 - Mel Spectrogram Explained Easily		17 - Mel Spectrogram Explained Easily
18 - Extracting Mel Spectrograms with Python		18 - Extracting Mel Spectrograms with Python
19- MFCCs Explained Easily		19- MFCCs Explained Easily
2- Sound and waveforms		2- Sound and waveforms
20- Extracting MFCCs with Python		20- Extracting MFCCs with Python
21 - Frequency-Domain Audio Features		21 - Frequency-Domain Audio Features
22 - Implementing Band Energy Ratio from Scratch with Python		22 - Implementing Band Energy Ratio from Scratch with Python
23- Spectral centroid and bandwidth		23- Spectral centroid and bandwidth
3- Intensity, loudness, and timbre		3- Intensity, loudness, and timbre
4- Understanding audio signals		4- Understanding audio signals
5- Types of audio features for ML		5- Types of audio features for ML
6- How to extract audio features		6- How to extract audio features
7- Time-domain audio features		7- Time-domain audio features
8- Implementing the amplitude envelope		8- Implementing the amplitude envelope
9- RMS energy and zero-crossing rate		9- RMS energy and zero-crossing rate
audio_resources		audio_resources
.gitignore		.gitignore
LICENSE		LICENSE
README.md		README.md

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