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Exploration of deep learning with application on musical lyrics generation.

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Lyrics generation using deep learning

Datasets used

All datasets are publicly available and were sources via Kaggle. They weren’t uploaded due to the Github’s file size limit.

Models explored

Char-based LSTM, word-level encoder-decoder RNNs, LeakGAN, fine-tuned GPT-2.

Sample of generated lyrics

Text generated by the fine-tuned GPT-2 model. Prompt in bold.

nlp course was a really big hit
now we here hitting you with this crazy beat
gpt two spitting fire we lit
ima hit you
with the lightnin' in your eyes
you're a fly through the sky so fast
never thought that it really would last
but i'm ready to fly

i'm the voice of the darkness
the one who sees the shadows fallin'
with no room for a heart
that's a little too loud
my head is stuck in the clouds

and the world is in the flames
leave my footprints in the sand
like a child at the river
i hear the sound of the music
and you're about to drown in waves
there is a reason to believe in something
that can take the wind away
there is no way of knowing what's next to the sky
when the sun is coming up it's hard to find
it's hard to feel
it's hard
this is crazy...

we’ve been in love for too long
the more things change
the less you want to know
we are gone
and we've gone insane
our hearts are made of glass and chains
and no one knows
what happened when we spoke to strangers
when we walked right through the door
i can't believe we've met

let’s have some fun again
but we find it strange
i don't think it’s fair to say
we were wrong for losing our minds
we had lost our way
and now we're not as different as before
how we got here
no matter what we do
it’s a long way
this is crazy

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