Valerio Velardo - The Sound of AI Courses

Audio Processing in Keras with Kapre

Learn to process audio in Keras using Kapre, exploring its advantages, features, and implementation. Discover how to embed audio transformations within deep learning models for optimized GPU-based calculations and easier deployment.

• YouTube
• 28 minutes
• On-Demand
• Free Video

This AI Can Solve Tasks - Paper Analysis of Gato by DeepMind

Explore DeepMind's Gato, a revolutionary AI agent capable of 600+ tasks. Discover its potential for general intelligence, performance analysis, and the ethical implications of advancing towards AGI.

• YouTube
• 55 minutes
• On-Demand
• Free Video

How Does Recursive Music Sound?

Explore recursion in Python through creative applications like generating music, fractals, and sentences. Learn implementation techniques and understand recursive concepts with practical examples.

• YouTube
• 31 minutes
• On-Demand
• Free Video

How to Implement Audio Data Augmentation in Python

Implement audio data augmentation techniques in Python, including noise addition, time stretching, pitch scaling, polarity inversion, and random gain, with practical code examples.

• YouTube
• 21 minutes
• On-Demand
• Free Video

Batch Preprocess Audio Datasets in 1 Command

Explore praudio, a Python library for efficient audio dataset preprocessing. Learn its design, implementation, and usage for streamlining complex audio processing tasks in AI projects.

• YouTube
• 21 minutes
• On-Demand
• Free Video

Pre-Processing Audio with Different Durations

Learn to preprocess audio data with varying lengths using PyTorch and torchaudio. Master techniques for cutting and zero-padding waveforms to standardize input for machine learning models.

• YouTube
• 21 minutes
• On-Demand
• Free Video

Extracting Mel Spectrograms with Pytorch and Torchaudio

Master Mel Spectrogram extraction using PyTorch and torchaudio. Learn key audio transformations, resampling techniques, and practical implementation for audio processing tasks.

• YouTube
• 23 minutes
• On-Demand
• Free Video

Implementing and Training a Neural Network with PyTorch

Build and train a feed-forward neural network using PyTorch to classify MNIST digits. Learn data management, network implementation, and training loop creation in this hands-on tutorial.

• YouTube
• 37 minutes
• On-Demand
• Free Video

The Art of Asking Effective Questions - Tips and Strategies

Learn strategies to formulate thoughtful questions, enhancing communication skills and increasing the likelihood of receiving quality answers in professional and personal contexts.

• YouTube
• 28 minutes
• On-Demand
• Free Video

Automatic Song Remixes With Audio Signal Processing and Simple Machine Learning

Explore Python-based Infinite Remixer for automatic song remixes using beat tracking and Nearest Neighbours search. Learn system design, usage, experiments, and potential improvements for innovative music creation.

• YouTube
• 30 minutes
• On-Demand
• Free Video

Generating Sound Digits with a Variational Autoencoder

Learn to generate audio spectrograms of sound digits using a trained Variational Autoencoder, then convert them into audio. Includes implementation, scripting, debugging, and result evaluation.

• YouTube
• 35 minutes
• On-Demand
• Free Video

Preprocessing Audio Datasets for Machine Learning

Build an audio preprocessing pipeline for AI in Python, covering STFT, zero-padding, and min-max normalization. Learn to batch process audio files efficiently for machine learning applications.

• YouTube
• 59 minutes
• On-Demand
• Free Video

How to Implement a Variational Autoencoder in Python and Keras

Implement a Variational Autoencoder using Python, TensorFlow, and Keras. Learn to modify the encoder, update loss functions, train the model, and visualize the latent space for data generation.

• YouTube
• 33 minutes
• On-Demand
• Free Video

How Is AI Revolutionising Music?

Explore how AI is transforming music creation, listening experiences, and soundtrack acquisition, revolutionizing the industry for listeners, musicians, and media creators alike.

• YouTube
• 28 minutes
• On-Demand
• Free Video

Great AI Music Projects for Your Portfolio

Discover 7 impactful AI music projects to enhance your portfolio, showcasing skills in AI, audio processing, and coding to boost your chances of landing an AI music engineering job.

• YouTube
• 28 minutes
• On-Demand
• Free Video