覇気

I believe in our cute duck supremacy

[Poe's Law, Esq: Poe's Lawyer @dyingscribe]

Oh now Korean manwha makes a lot more sense

[Jay the Trader 🇳🇬 @iTradeContracts]

$NVDA Jensen is tweaking out 😭🤣

[覇気 @mekukun69]

@mokudesuka @Ahmad_KanekiKen Wait what did he even contribute to lead to this

[覇気 @mekukun69]

@goodlucksofea @DreamBoumKiss Survival instinct of a fart 🤦‍♂️

[覇気 @mekukun69]

Would appreciate it if you guys could help share this around too 🙏🏻

[覇気 @mekukun69]

Selling my 2 tickets for the The Weeknd KL show!

📍 Stadium Nasional, KL
📅 5 Nov 2026 (last day of the concert)
🎟️ Tier 3, Section 210, Row G
💺 Seats G-01 & G-02 (side by side)
💰 RM558 each

Feel free to DM me for details.

[viicccii 😈 LIVE2D RIGGER ! @viicccii1]

please come back.. my dad has been playing this for years and was wondering where all the players went.. he was so happy when he saw people came back last week

[slinky vagabond 🌲🔩☕️🦉🌻 @83dollaroring]

they’re calling it The Most Turkish Video of All Time

[adam @adamm_apple]

Yew Tee fruit with Malatang, Yew Tee near Bukit Panjang
Yew Tee frutti, if you want it, die die get it 'fore it's gone
Yew Tee fruit at Kallang Way, from Nicoll to Shenton Way
Yew Tee frutti like the ex satays down at Marina Bay

[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.

[覇気 @mekukun69]

This song slaps 😭

[Indonesia Music Video Archives 📁 @IndoMVArchives]

S4 - She Is My Girl (feat. HyunA) (2012)

[݁ ˖Ი𐑼 愛 𝖈𝖍𝖊𝖗𝖗𝖞 🦢 ˎˊ˗ @claireadahime]

Me when i get handed a plate of explosive broccoli

[aubrey @itsonlyaubrey]

genuinely love when a video catches me off guard omg

[''Z U B A Z'' 嵐ズバズ @Zubazthestorm]

Yeah thats a pretty agreeable ta-

[Reiner Braun @armoredtitan52]

From Kirk, 12 years ago

[📟 @sourskittlesz]

Dah babiii setiap kali aku drop off kengkawan aku sampai sekarang aku buat benda ni 😭😭😭

[👑ℂℍ𝔸𝕆𝕊𝕂𝕀𝔻👑 @DatChaosGuy]

The Kirkaversary and 9/11 anniversary linking up next week

[evan loves worf @esjesjesj]

How are we a year in and they’re still inventing new Kirk memes

[Ernest Ng Bro @ernestngBRO]

The real horror is the API reading.