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Learn about sound power, intensity, and loudness, with a deep dive into timbre, including amplitude envelope and harmonic content in under an hour with Valerio Velardo.
Learn to create a custom audio dataset with PyTorch and torchaudio in less than an hour with Valerio Velardo - The Sound of AI. Includes UrbanSound8K dataset use case.
Explore the differences between AI, machine learning, and deep learning with Valerio Velardo - The Sound of AI. This under 1-hour material covers ML paradigms and when to use traditional techniques or neural networks.
Learn to implement backpropagation and gradient descent from scratch using Python with Valerio Velardo - The Sound of AI. A 1-2 hour commitment.
Learn the theory and math behind training neural networks using backpropagation and gradient descent in less than an hour with Valerio Velardo - The Sound of AI.
Learn to implement a Multilayer Perceptron neural network from scratch using Python and numpy in less than an hour with Valerio Velardo - The Sound of AI.
Learn the fundamentals of Multilayer Perceptron neural networks, including components like weights, neurons, and activations, in under an hour with Valerio Velardo - The Sound of AI.
Learn basic linear algebra concepts crucial for understanding neural networks in less than an hour with Valerio Velardo - The Sound of AI.
Explore AI's ability to recognize and explain moods in songs with Valerio Velardo - The Sound of AI. This under 1-hour material breaks down a research paper on a new DL architecture.
Explore the business applications of AI-generated music with Valerio Velardo - The Sound of AI. Understand its future implementation in less than an hour.
Learn to generate folk melodies using Long-Short Term Memory neural networks with Valerio Velardo - The Sound of AI. Less than 1-hour workload.
Master the art of building and training LSTM networks for generating folk songs using Tensorflow and Keras, in under an hour with Valerio Velardo - The Sound of AI.
Learn to generate melody sequences for training an RNN-LSTM in under an hour with Valerio Velardo - The Sound of AI.
Learn to collate songs into a single file and encode symbolic notation with integers for neural network ingestion in under an hour with Valerio Velardo - The Sound of AI.
Learn to encode songs as time series for melody generation using LSTM networks in less than an hour with Valerio Velardo - The Sound of AI.
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