EM by Cardi B (and ChatGPT)

(Verse 1) \
Listen up, let me tell you ‘bout this algorithmic trick, \
It’s called EM, gonna make your models sick. \
When you got hidden variables, feeling kinda lost,\
EM comes through, gonna help you defrost.\

(Chorus) \
EM, EM, that’s the name of the game, \
Expectation-Maximization, gonna bring you fame. \
Step one, you estimate, like a boss, \
Step two, you maximize, min that loss. \

(Verse 2)\
First step, the E-step, where you take a guess,\
Using the data you got, no need to stress.\
Compute those posteriors, make a prediction,\
Update the latent variables, with precision.

EM, EM, that’s the name of the game,\
Expectation-Maximization, gonna bring you fame.\
Step one, you estimate, like a boss,\
Step two, you maximize, min that loss. \

(Bridge) It’s like a dance, two steps in the groove,\
Finding the best fit, you gotta improve.\
With EM in your toolkit, you’re in control,\
Unraveling mysteries, reaching your goal.\

(Verse 3)\
Now the M-step, where you flex your might,\
Maximize likelihood, yeah, that’s right.\
Adjust those parameters, make ‘em shine,\
Till your model’s top-notch, on cloud nine.\

(Chorus repeats)

(Outro) So when you’re dealing with hidden variables, feeling stuck,\
Just remember EM, it’s your best bet, good luck!\
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