Deep Learning

Acoustical Society of Japan (ASJ) Student and Young Forum Advent Calendar 2023 Day 24 Suno AI is a generative AI service that automatically produces full songs with vocals simply by providing lyrics, musical style descriptors, and a track title. Suno AI While various music generation models have been released recently, Suno AI went especially viral because of its unique lyric-driven interface and the immense entertainment value of generating expressive vocal tracks. ...

This article summarizes a simple method for conducting distributed training with ABCI, the GPU cloud computing service operated by AIST. The following repository provides a minimal working example of training code on ABCI with support for multi-node training: https://github.com/yukara-ikemiya/abci-code-sample Using ABCI for Training Large-Scale Models AI Bridging Cloud Infrastructure (ABCI) is the world’s first large-scale Open AI Computing Infrastructure, constructed and operated by National Institute of Advanced Industrial Science and Technology (AIST). (https://abci.ai/en/about_abci/) ...

This article explains the fundamental mechanisms behind image generation AI (such as text-to-image models) for non-engineers. As generative AI rapidly evolves, the goal is to provide an intuitive understanding of the underlying principles. For a more technical deep-dive, please refer to the foundational paper behind Stable Diffusion: (arXiv link) High-Resolution Image Synthesis with Latent Diffusion Models Images as Digital Data First, let’s look at how computers represent images as data. An image is an aggregation of pixels. A 1000 x 1000 image consists of 1,000,000 pixels. In standard digital imagery, each pixel is stored as an 8-bit integer (a number from 0 to 255), meaning any digital image is simply a collection of numerical values: ...