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Code and slides for the "Deep Learning (For Audio) With Python" course on TheSoundOfAI Youtube channel.

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1-Course overview/slides
1-Course overview/slides
 
 
10-Understanding audio data for deep learning/slides
10-Understanding audio data for deep learning/slides
 
 
11- Preprocessing audio data for deep learning/code
11- Preprocessing audio data for deep learning/code
 
 
12- Music genre classification: Preparing the dataset/code
12- Music genre classification: Preparing the dataset/code
 
 
13- Implementing a neural network for music genre classification
13- Implementing a neural network for music genre classification
 
 
14- Solving overfitting in neural networks
14- Solving overfitting in neural networks
 
 
15- How does a convolutional neural network work/slides
15- How does a convolutional neural network work/slides
 
 
16- How to implement a CNN for music genre classification/code
16- How to implement a CNN for music genre classification/code
 
 
17- Recurrent Neural Networks explained easily/slides
17- Recurrent Neural Networks explained easily/slides
 
 
18- LSTM networks explained easily/slides
18- LSTM networks explained easily/slides
 
 
19- How to implement an RNN-LSTM for music genre classification/code
19- How to implement an RNN-LSTM for music genre classification/code
 
 
2-Ai, machine learning and deep learning/slides
2-Ai, machine learning and deep learning/slides
 
 
3-Implementing an artificial neuron from scratch
3-Implementing an artificial neuron from scratch
 
 
4- Vector and matrix operations/slides
4- Vector and matrix operations/slides
 
 
5- Computation in neural networks/slides
5- Computation in neural networks/slides
 
 
6- Implementing a neural network from scratch/code
6- Implementing a neural network from scratch/code
 
 
7- Bagkpropagation and gradient descent/slides
7- Bagkpropagation and gradient descent/slides
 
 
8- Training a neural network: Implementing back propagation from scratch/code
8- Training a neural network: Implementing back propagation from scratch/code
 
 
9- How to imlement a simple neural network with TensorFlow/code
9- How to imlement a simple neural network with TensorFlow/code
 
 
.gitignore
.gitignore
 
 
LICENSE
LICENSE
 
 
README.md
README.md
 
 

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DeepLearningForAudioWithPython

Code and slides for the "Deep Learning (For Audio) With Python" course on TheSoundOfAI Youtube channel.

About

Code and slides for the "Deep Learning (For Audio) With Python" course on TheSoundOfAI Youtube channel.

Resources

Readme
MIT license
Activity

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