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Support Vector Machines
https://scikit-learn.org/stable/modules/svm.html ^ | Wu, Lin and Weng, “Probability estimates for multi-class classification by pairwise coupling”, JMLR | I guess them

Posted on 01/05/2026 1:46:06 PM PST by kawhill

If the number of features is much greater than the number of samples, avoid over-fitting in choosing Kernel functions and regularization term is crucial.

(Excerpt) Read more at scikit-learn.org ...


TOPICS: Computers/Internet; Reference
KEYWORDS: functions; kernel

1 posted on 01/05/2026 1:46:06 PM PST by kawhill
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To: kawhill

🧐🤔


2 posted on 01/05/2026 1:48:43 PM PST by one guy in new jersey
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To: kawhill

The disgronification tube gets affinated to the jacobiness factorization emplin.


3 posted on 01/05/2026 1:52:44 PM PST by Mr. K (no i think 10%consequence of repealing obamacare is worse than obamacare itself.)
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To: Mr. K

LoL

4 posted on 01/05/2026 1:54:46 PM PST by Magnum44 (...against all enemies, foreign and domestic... )
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To: kawhill

I prefer spinor machines.


5 posted on 01/05/2026 2:00:09 PM PST by fruser1
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To: kawhill

I can only support them if they use the latest model of the Turboincabulator.


6 posted on 01/05/2026 2:00:51 PM PST by themidnightskulker
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To: kawhill

That article hurt my brain.


7 posted on 01/05/2026 2:02:39 PM PST by GingisK
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To: kawhill

Did they finally get rid of the muffler bearings?


8 posted on 01/05/2026 2:06:45 PM PST by shotgun
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To: themidnightskulker

LOL. I had to look that up:

https://en.wikipedia.org/wiki/Turbo_encabulator


9 posted on 01/05/2026 2:17:04 PM PST by Jamestown1630 ("A Republic, if you can keep it.")
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To: kawhill

Python is your friend.


10 posted on 01/05/2026 2:27:43 PM PST by E. Pluribus Unum (I have nro answers. Only questions.)
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To: fruser1

Don’t knock perpetual motion until you have tried it! (joking of course).


11 posted on 01/05/2026 2:33:58 PM PST by silent majority rising ( United Israel - Judea, Samaria, and Gaza - US get out of the UN-we are not United with them.)
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To: E. Pluribus Unum
>Python is your friend.

Repeat after me, whitespace is not syntax.

You have taken the first step to your recovery.

12 posted on 01/05/2026 2:50:36 PM PST by SecondAmendment (Political insight on loan from Rush Limbaugh)
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To: E. Pluribus Unum

“Python is your friend.”

Cython is your best friend.


13 posted on 01/05/2026 2:51:39 PM PST by TexasGator (1)
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To: kawhill
Check into random forest algorithms.
14 posted on 01/05/2026 3:02:48 PM PST by Steely Tom ([Voter Fraud] == [Civil War])
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To: Mr. K
min α , α ∗ 1 2 ( α − α ∗ ) T Q ( α − α ∗ ) + ε e T ( α + α ∗ ) − y T ( α − α ∗ ) subject to  e T ( α − α ∗ ) = 0 0 ≤ α i , α i ∗ ≤ C , i = 1 , . . . , n

∑ i ∈ S V ( α i − α i ∗ ) K ( x i , x ) + b

min w , b , ζ , ζ ∗ 1 2 w T w + C ∑ i = 1 n ( ζ i + ζ i ∗ ) subject to  y i − w T ϕ ( x i ) − b ≤ ε + ζ i , w T ϕ ( x i ) + b − y i ≤ ε + ζ i ∗ , ζ i , ζ i ∗ ≥ 0 , i = 1 , . . . , n

Of Course! Why didn't I think of that?

15 posted on 01/05/2026 3:57:17 PM PST by algore
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To: SecondAmendment
...Repeat after me, whitespace is not syntax...

:-D Nicely said.

16 posted on 01/05/2026 4:08:25 PM PST by GingisK
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To: kawhill

This is extremely informative, a deserved Post of the Year!


17 posted on 01/05/2026 5:13:53 PM PST by exinnj
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To: kawhill
I loved those machines. Modern graphics are awesome but vector in 'BattleZone' and 'Star Wars' put the emphasis on action.

The Complete Vector Arcade Journey

TempestGameAtari
Atari's 'Tempest'

18 posted on 01/05/2026 5:18:30 PM PST by MikelTackNailer (Fortunately despite aging I've been spared the ravages of maturity.)
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To: MikelTackNailer


19 posted on 01/05/2026 5:47:42 PM PST by algore
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To: algore

‘Lander’ was inspired by how Armstrong had to forego automation and use his combined piloting skills, mathematical reasoning and courage to land on the moon.

If Kubrick was still around he’d vouch for it. (I kid, I kid!)


20 posted on 01/05/2026 8:05:03 PM PST by MikelTackNailer (Lacking a soul's moral compass (and Asimov's 3 Rules) A.I. is a synthetic sociopath.)
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