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Beatoven.ai is an online platform employing cutting-edge AI music generation methods to create distinctive, mood-specific tracks tailored for each segment of a user's video or podcast. Users can personalize their music by selecting from 8 varied genres and 16 distinct moods. Additionally, it provides a streaming output feature with professional-grade mixing and mastering. The platform also supplies royalty-free music, granting users a perpetual license for soundtrack usage.

ACE Studio is a software application featuring an "AI Singer" capability, alongside options for preview and commercial licensing. It appears to be designed to craft synthetic singing voices using artificial intelligence, enabling users to produce vocal tracks without a human singer. This tool can be utilized by music producers, game developers, or any content creators needing vocal tracks for their projects. Users might turn to ACE Studio to save time and resources involved in seeking out and recording with vocal talent, to experiment with various vocal styles and sounds not easily attainable with human singers, or to gain more flexibility and control over the vocal production process. Its availability in multiple languages, including English, Japanese, and simplified Chinese, indicates it serves an international audience.

DADABOTS is a fusion of a music group, a hackathon team, and a temporary research lab that merges music with mathematics. They employ deep learning algorithms such as Wavenets, NSynth, and SampleRNN to develop an AI capable of generating and replicating music. Their primary interest lies in math rock and black metal genres. They investigate techniques to model musical styles, produce music with specific timbres, and develop a legion of remix bots. They aim to expand the limits to sustain music's vitality and uncover fresh sounds.