Deep Learning (for Audio) with Python

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Deep Learning (for Audio) with Python: Course Overview[edit]


AI, machine learning and deep learning[edit]


Implementing an artificial neuron from scratch[edit]


Vector and matrix operations[edit]


Computation in neural networks[edit]


Implementing a neural network from scratch in Python[edit]


Training a neural network: Backward propagation and gradient descent[edit]


TRAINING A NEURAL NETWORK: Implementing backpropagation and gradient descent from scratch[edit]


How to implement a (simple) neural network with TensorFlow 2[edit]


Understanding audio data for deep learning[edit]


Preprocessing audio data for Deep Learning[edit]


Music genre classification: Preparing the dataset[edit]


Implementing a neural network for music genre classification[edit]


SOLVING OVERFITTING in neural networks[edit]


Convolutional Neural Networks Explained Easily[edit]


How to Implement a CNN for Music Genre Classification[edit]


Recurrent Neural Networks Explained Easily[edit]


Long Short Term Memory (LSTM) Networks Explained Easily[edit]


How to Implement an RNN-LSTM Network for Music Genre Classification[edit]