
multiclassification - 1
April 22nd, 2024suno
歌词
(Verse 1)
Logistic regression, a champion we know,
Two classes it battles, letting the winner show.
But the world's a spectrum, with choices untold,
Multinomial steps in, a story to unfold.
(Chorus)
More than two responses, a challenge to meet,
Multinomial logistic, on a probabilistic feat.
K classes it tackles, a kingdom so grand,
Predicting the one, where the data will land.
(Verse 2)
One approach it uses, a divide and conquer fight,
K minus one models, burning ever so bright.
Each class takes a turn, compared to a base,
The odds ratio whispers, revealing its place.
(Pre-Chorus)
Positive values beckon, a feature's embrace,
Increasing the chance, in that class to find space.
Think flowers in a field, red, yellow, or blue,
A feature like sunshine, might favor the hue
That thrives in its warmth, a story untold,
The log odds ratio, a connection to hold.
(Chorus)
But there's another way, a more elegant form,
Softmax function steps in, weathering the storm.
One model it crafts, for all classes to share,
Probabilities summing, a mathematical snare.
(Verse 3)
Imagine a pie chart, with slices so fine,
Each class gets a portion, a story that entwines.
The softmax equation, the baker's delight,
Ensures all the slices,add up just right
(Verse 3)
Imagine a pie chart, with slices so fine,
Each class gets a portion, a story that entwines.
The softmax equation, the baker's delight,
Ensures all the slices,add up just right
(Pre-Chorus)
Coefficients still whisper, of log odds once more,
But now they compare, across the class floor.
Red versus yellow, yellow versus blue,
The odds of one winning, compared to the two.
(Chorus)
Predictions arise, with a probabilistic might,
Choosing the class, with the highest sunlight.
The one with the greatest chance, based on features we see,
Multinomial logistic, guiding you and me.
(Bridge)
From separate models, to softmax's design,
A powerful tool emerges, a statistical sign.
Multinomial's magic, a story to tell,
Unlocking the secrets, where classification dwells.
(Outro)
Logistic regression's friend, a champion bold,
For choices abundant, a story unfolds.
So next time you face data, with multiclass woes,
Remember multinomial, the path it bestows.
(Bridge)
From separate models, to softmax's design,
A powerful tool emerges, a statistical sign.
Multinomial's magic, a story to tell,
Unlocking the secrets, where classification dwells.
(Outro)
Logistic regression's friend, a champion bold,
For choices abundant, a story unfolds.
So next time you face data, with multiclass woes,
Remember multinomial, the path it bestows.
推荐歌曲
Highstone Blues
blues,delta blues,country blues,melancholic

Fericire DIss Valentin
trap, rap

Funk it!
Funk, playful jazz base, drum, rnb

shoot me down 3
country. female.

On a island
Indie rock, happy, hype, 90's,

We Are Back
powerful electric guitar riff, high notes, hair/glam metal, 90s, catchy, fade in intro,

Animal Friends
playful pop

幸福的风景
流行,抒情,清新

비가오는 날
emotional ballad piano

Code and Dreams
80s, new wave punk wave, female power, post-post-vibe cassette

Eternal Flames
Metal, emo rock, emotional

When You Say Goodbye
groovy pop rock, acoustic harmonies, 1970s style, grammy winning, minor chords,

Fahrtrichtung links / rechts
driving hypnotic krautrock

Petemu Yang Bukan
pop vibrant
Stalowy Stróż
dance,disco,pop,r&b,soul,funk,boogie,funk soul

La Fiesta de los Animales
La Fiesta de los Animales
Ritmo de Música de Fiesta

Rise and Shine
hip-hop pop lively

Nanobot Sunrise
distorted gritty progressive rock spacey

