The category of tools leveraging AI for stem separation works best when you treat them like a utility, not a creative oracle. They are sophisticated pattern recognition systems, not mind-readers. I learned this the hard way. On one test, I tried splitting a heavily distorted guitar track layered with synths. The result sounded watery and thin. That wasn’t the tool failing—it was me expecting too much from a... - Source: dev.to / 7 months ago

Either creating stems from karaoke multitracks (e.g. [0]) or using Spleeter [1] 5-stem mode, probably [0] https://www.karaoke-version.com/ [1] https://github.com/deezer/spleeter. - Source: Hacker News / over 1 year ago

Absolutely wonderful! > "We obtain these times from MIDI files, though in the future I’d like to explore more automated ways of extracting them from audio." Same here. In case it helps: I suspect a suitable option is (python libs) Spleeter (https://github.com/deezer/spleeter) for beat times. I haven't ventured into this yet though so I may be off. My ultimate goal is to be able to do it 'on the fly', i.e. In a... - Source: Hacker News / almost 2 years ago

Virtual dj and others stem separator is shrinked model of this https://github.com/deezer/spleeter you will get better results downloading original + their large model. Source: over 2 years ago

I have used multiple tools at this point. It depends on the scene. I use https://ultimatevocalremover.com/, https://github.com/deezer/spleeter/, iZotope RX. There are also multiple options online, I would personally recommend https://vocalremover.org/. Source: over 2 years ago

Https://rapscript.net/ This site helps me when I'm trying to practice freestyling. Source: over 3 years ago

I think there's a couple ways of approaching this, one of the ways I found most fun was to use a word generator. Try this and freestyle based on the words you see even if what you say doesn't make any sense. You'll pick up new words and your brain will do the rest for you as you go. Source: over 3 years ago

Try doing topics. rapscript.net and r/roastme are good places to start. Source: over 4 years ago

If stuck use things to inspire you, random stuff you see or a random word generator like RapScript. Source: almost 5 years ago

You really need to expand your vocabulary, otherwise you have no material to use. Read and watch content in that language. If you know enough words, you have to "push" them in your active freestyle vocabulary; meaning they come into your mind while freestyling, and you know rhymes for them. My tool rapscript.net can help you with that, but you got to know more words first. Also, do you rap in your language? If... Source: almost 5 years ago