ali masih mengantuk

hustle for mama and cash

[ali masih mengantuk @chesterpadang]

https://t.co/1IdZ7K0Sue

Trip2KL is everywhere.

thank you 2024 more to come in 2025

[ali masih mengantuk @chesterpadang]

i miss my gf dawg

[ali masih mengantuk @chesterpadang]

gila aku dah mari guys

[ali masih mengantuk @chesterpadang]

aku gila

[ali masih mengantuk @chesterpadang]

hi lama tak mengarut

[ali masih mengantuk @chesterpadang]

aku benci citybois

[ali masih mengantuk @chesterpadang]

lama tak tweet benda ngarut, tu tandanya aku makin happy

[Hadi Azmi @amerhadiazmi]

Growing up in a ketupat palas household, I was so disappointed when I found out that the ketupat empat segi is just nasi impit.

[ali masih mengantuk @chesterpadang]

@yvngmalay kita raya hari sabtu hari ciom member ko kat mulot

[ali masih mengantuk @chesterpadang]

crazy shit

[𝕭𝖆𝖓𝖎  | @rabbaniahmad_]

yang kes DJ era dulu tu kemain lagi korang suruh dorang pergi sampai ke Batu Caves nak minta dorang minta maaf. sampaikan dorang kena gantung kerja. padahal dorang bukannya hina agama korang pun. dorang just buat dance Miki Ghazali je. yang kes pijak Al-quran ni terang2 dia hina agama Islam.

[فوفو المُتَوَحِّش @mankoochie]

smoking a j after iftar this ramadan call it taraweed

[ali masih mengantuk @chesterpadang]

so this is how get treated right feels like

[Jhonny ⚹٭ @JhonnyWhite69]

now we crying tg

[𝗕𝗿𝗲𝗲𝘇𝘆’🦉 @OvOBrezzzy]

When you already having a bad day and your girl asking if you still love her

[autist @litteralyme0]

-Life of a 2000 born
-Pandemic at the age of enjoyment
-Ai implementation at the age of employment

[ali masih mengantuk @chesterpadang]

traffic light kat wangsa maju memang pukimak taik babi

[vixhaℓ @TheVixhal]

I found out my girlfriend cheated on me. Instead of breaking up right away, I made a fake account, sent her the proof anonymously, and told her that if she didn’t send me money, I’d tell her boyfriend everything.

I shared this whole plan with my best friend for advice, but this mf went behind my back and shared everything with my girlfriend.

When confronted, he said
Why does it matter? I thought she deserved to know.

He wasn’t just betraying me. He was behaving like a random variable after you marginalize out all the hidden information.

In probability, to understand what you actually know, you marginalize over hidden variables.

That means you sum over all the possibilities you can’t observe to compute the probability of what you can observe.

Marginal probability is a statistical measure that represents the probability of a single event by aggregating over all possible values of other variables.

Formula
P(A) = Σ P(A, Bi)

Where
P(A) = Marginal probability of event A
P(A, Bi) = Joint probability of A and B
Σ = Summation

Let's take an example and solve step by step

A dating app wants to find the probability of users sending messages, regardless of whether they get a response. The data shows message sent vs response received:

Short forms
- M = Message
- R = Response

Joint Probability Table
- M (Yes), R (Yes) = 0.30
- M (Yes), R (No) = 0.25
- M (No), R (Yes) = 0.10
- M (No), R (No) = 0.35

Step 1 What we want to marginalize
- We want P(M = Yes)

Step 2 Joint probabilities for M = Yes
- P(M = Yes, R = Yes) = 0.30
- P(M = Yes, R = No) = 0.25

Step 3 Apply marginal probability
- P(M = Yes)
- P(M=Yes, R=Yes) + P(M=Yes, R=No)
- 0.30 + 0.25 = 0.55

P(Message = Yes) = 0.55

Final Answer
The marginal probability of a user sending a message is 0.55 or 55%, regardless of whether they receive a response.

Congratulations, you've just learned Marginal Probability.

Bonus: Applications in AI/ML

1. Bayesian Networks:
Computing marginal probabilities by summing out irrelevant variables to make predictions and inferences in graphical models.

2. Latent Variable Models:
In topic modeling (LDA) and hidden Markov models, marginalizing over hidden states to find the probability of observed data.

3. Feature Selection:
Identifying which features independently correlate with target variables by computing marginal distributions, helping reduce dimensionality.

4. Probabilistic Classification:
Naive Bayes classifiers use marginal probabilities of features to classify data, assuming independence between features.

[Miss Ally @MissAlly_01]

I run every day for 20 minutes & if I miss a day, I add 20 minutes to the next day. This has truly been a game changer. Tomorrow, I'm supposed to run for 4 months.

[sammm ☆ @onlysammms]

whats the point of everything if we dont end up like this

[ali masih mengantuk @chesterpadang]

mmm bila gard nak drop 925