Valerio Velardo - The Sound of AI Courses

How to Conduct Literature Review Effectively

7 ratings

Learn effective literature review techniques, from selecting relevant papers to organizing references. Gain insights on note-taking, resource selection, and summarizing findings for successful research.

• YouTube
• 29 minutes
• Self-Paced
• Free Video

Custom Audio PyTorch Dataset with Torchaudio

1 rating

Learn to create a custom audio dataset using PyTorch and torchaudio, focusing on the UrbanSound8K dataset. Explore basic I/O functions in torchaudio and implement essential dataset class methods.

• YouTube
• 23 minutes
• Self-Paced
• Free Video

Intensity, Loudness, and Timbre

1 rating

Explore sound power, intensity, loudness, and timbre, covering key concepts like amplitude envelope, harmonic content, and modulation. Gain insights into audio signal processing for machine learning.

• YouTube
• 37 minutes
• Self-Paced
• Free Video

Music Theory Concepts for Melody Generation

1 rating

Explore essential music theory concepts for encoding melodies and training neural networks in AI-driven music generation, focusing on key elements like pitch notation, time signatures, and scales.

• YouTube
• 39 minutes
• Self-Paced
• Free Video

Limitations and Future Vision of Generative Music AI

1 rating

Explore limitations of generative music AI, including deep learning challenges, music representation issues, and research procedures. Discover potential solutions and future directions in this field.

• YouTube
• 25 minutes
• Self-Paced
• Free Video

AI, Machine Learning and Deep Learning

1 rating

Explore AI, machine learning, and deep learning concepts, including supervised, unsupervised, and reinforcement learning paradigms. Learn when to use traditional ML or deep neural networks for audio applications.

• YouTube
• 31 minutes
• Self-Paced
• Free Video

What is Generative Music? - Understanding AI-Driven Music Creation

Explore generative music AI, its definition, contributing disciplines, and current challenges. Learn about creative vs. intelligent tasks and the multifaceted nature of this emerging field.

• YouTube
• 27 minutes
• Self-Paced
• Free Video

History of Generative Music - Generative Music AI

Explore the evolution of generative music across five eras, from Mozart's dice games to cutting-edge AI models by Google and Meta, revealing key innovations and technological advancements in musical creation.

• YouTube
• 25 minutes
• Self-Paced
• Free Video

Melody Generation with Markov Chains - Generative Music AI

Implement a Markov chain in Python to generate melodies, exploring the MarkovChainMelodyGenerator class, training process, and generation methods for AI-driven music creation.

• YouTube
• 31 minutes
• Self-Paced
• Free Video

Drum Generation with Cellular Automata - Lecture 14

Implement a Python-based cellular automaton for generating unique drum patterns, exploring rules for syncopation, accenting, and mutation in algorithmic music composition.

• YouTube
• 24 minutes
• Self-Paced
• Free Video

Genetic Algorithms for Generative Music AI - Lecture 15

Explore genetic algorithms for music generation, covering key concepts, applications, and step-by-step processes. Learn about music encoding, fitness functions, and interactive approaches in AI-driven composition.

• YouTube
• 28 minutes
• Self-Paced
• Free Video

Melody Generation with Transformers - Generative Music AI

Implement a transformer architecture in TensorFlow for end-to-end melody generation. Learn melody encoding, dataset preprocessing, model building, training, and inference techniques for AI-driven music creation.

• YouTube
• 1 hour 12 minutes
• Self-Paced
• Free Video

Generative Music AI: Use Cases and Business Opportunities - Lecture 4

Explore generative music AI systems, their classification, and real-world applications. Discover business opportunities in text-to-music, voice cloning, accompaniment, and sound synthesis.

• YouTube
• 26 minutes
• Self-Paced
• Free Video

Ethical Implications of Generative Music AI - Lecture 5

Explore ethical challenges of generative music AI: copyright issues, musician displacement, energy use. Learn golden rules, legal implications, and potential future regulations in this thought-provoking discussion.

• YouTube
• 23 minutes
• Self-Paced
• Free Video

MusicLM Generates Music From Text - Paper Breakdown

Detailed breakdown of Google's MusicLM, exploring its architecture, training, and capabilities in generating music from text prompts. Insights on its impact and limitations in AI-driven music creation.

• YouTube
• 29 minutes
• Self-Paced
• Free Video