Valerio Velardo - The Sound of AI Courses

How to Conduct Literature Review Effectively

6 reviews

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
• On-Demand
• Free Video

Custom Audio PyTorch Dataset with Torchaudio

1 review

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
• On-Demand
• Free Video

Intensity, Loudness, and Timbre

1 review

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
• On-Demand
• Free Video

Music Theory Concepts for Melody Generation

1 review

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
• On-Demand
• Free Video

AI, Machine Learning and Deep Learning

1 review

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
• On-Demand
• 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
• On-Demand
• 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
• On-Demand
• Free Video

Symbolic vs Audio Generation in Generative Music AI

Explore symbolic and audio representations in generative music AI, comparing their advantages and applications. Gain insights into music representation techniques for AI-driven composition.

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

Generative Techniques for Music AI

Explore diverse techniques for AI music generation, from symbolic AI to deep learning, covering optimization algorithms, complex systems, and statistical methods. Gain insights into key approaches and their applications.

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

Build a Spotify-Like Music Recommender System in Python

Create a Spotify-like music recommender system using Python, collaborative filtering, and Alternating Least Squares. Learn about music recommendation types, Spotify's architecture, and implement artist suggestions with the 'implicit' library.

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

OpenSource Research Project - Post-Mortem Analysis

Insights into a pioneering community-driven research project: organization, phases, and lessons learned from collaborative paper publishing in AI and sound generation.

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

How to Deploy ML Models in Production with BentoML

Learn to deploy Machine Learning models in production using BentoML, covering installation, model saving, service creation, bento building, and Docker containerization. Includes hands-on examples and practical deployment steps.

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

The Most Inspiring Music Tech Projects You've Seen in a While

Explore innovative AI music projects from The Sound of AI Hackathon, covering diverse areas like music recommendation, audio generation, DJ-ing, and denoising.

• YouTube
• 2 hours 9 minutes
• On-Demand
• Free Video

Neural Synthesis & Generative Music - CJ Carr's Keynote Talk at the 1st TSOAI Hackathon

CJ Carr explores neural audio synthesis, sharing experiences with Dadabots and insights on generating music using neural networks. He discusses open-source models and various applications of AI in music creation.

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