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Feature Request: Pipelining Outlier Removal · Issue #9630 · scikit-learn/scikit-learn
Yes, #3855, #4143, #4552 and scikit-learn/enhancement_proposals#2 all relate.

I don't see why resample is entirely inappropriate here.

Meta-estimator (almost; untested):

class WithoutOutliersClassifier(BaseEstimator, ClassifierMixin):
def __init__(self, outlier_detector, classifier):
self.outlier_detector = outlier_detector
self.classifier = classifier

def fit(self, X, y):
self.outlier_detector_ = clone(self.outlier_detector)
mask = self.outlier_detector_.fit_predict(X, y) == 1
self.classifier_ = clone(self.classifier).fit(X[mask], y[mask])
return self

def predict(self, X):
return self.classifier_.predict(X)
sklearn  pipeline  meta  estimator  transform  target  sample 
yesterday by dabana
Turns out the science saying screen time is bad isn’t science | TechCrunch
"there is no consistent good or bad effect, and although a very slight negative effect was noted, it was small enough that factors like having a single parent or needing to wear glasses were far more important.

Yet, and this is important to understand, the study does not conclude that technology has no negative or positive effect; such a broad conclusion would be untenable on its face. The data it rounds up are (as some experts point out with no ill will toward the paper) simply inadequate to the task and technology use is too variable to reduce to a single factor. Its conclusion is that studies so far have in fact been inconclusive and we need to go back to the drawing board."
screen  time  meta  study  analysis 
2 days ago by dandv
Meta Tags — Preview, Edit and Generate
they say: With Meta Tags you can edit and experiment with your content then preview how your webpage will look on Google, Facebook, Twitter and more!
Tool for generating meta tags
webdesign  web  design  webdev  development  meta  tag  generator  twitter  google  facebook  seo  tool 
4 days ago by piperh
The Man in Seat Sixty-One - the train travel guide...
Train travel information UK, Europe, Worldwide...
Train travel is a more rewarding, low-stress alternative to flying, which brings us closer to the countries we visit and reduces our contribution to climate change. It's time to rediscover the pleasure, romance & adventure of travel by train or ship. This site explains how to travel comfortably & affordably by train or ferry where you might think air was now the only option. For help with train travel, ask the Man in Seat 61!
meta  travel  awesome 
4 days ago by lambda0
A shinobi is one who endures | Okay I’m sorry but I’m rewatching the chunin exams...
Okay I’m sorry but I’m rewatching the chunin exams arc and with how overdramatic and fake edgy Gaara is there is NO WAY his siblings don’t mock him for it as petty revenge the second he stops being a psychopath. Baki asks him where he’s going and his completely straight faced response is “to remind myself I’m alive” like okay ebony darkness dementia ravenway, it’s all fun and games now, but it’s not gonna be so edgy when your older brother uses this line to clown you every time he leaves a room for the next 2 and a half years.
fandom:naruto  meta 
6 days ago by kit12123
i do what i want
remembering that kakashi was fuckign 26 years old when he got assigned team seven is blowing my mind right now. I was naruto’s age when I got sucked into this shit and now I’m kakashi’s and like,,,I get it. my man got assigned the generation’s WORST of the WORST gremlin children and he did the best he fuckin’ could. he nearly dies on every mission because sasuke refuses to go to anger management and naruto is so dumb he probably can’t even read. he’s got like 7 summons that are dogs and he could be spending all his time with them but is he/?? no. he’s got a sharingan making him so Perpetually Exhausted it’s a straight up medical condition and he has to spend all his free time restraining the two finalists of Konoha’s Next Top Orphan from getting people killed instead of like….teaching them. 26 years old and all that unbelievable bullshit. god. and!! then when he finally gets to take a fucking nap they make him hokage I honestly can’t believe he did it. wasn’t even 30 fucking years old. I can’t believe he didn’t leave the damn village himself.
fandom:naruto  meta 
7 days ago by kit12123
How big data has created a big crisis in science
There’s an increasing concern among scholars that, in many areas of science, famous published results tend to be impossible to reproduce.
Post  BigData  Statistics  Meta 
9 days ago by cschell
a screaming romance goblin
So we know how two of the favorite superhero peril tropes are A) Threaten a Loved One and B) Villain unwittingly taking the in-civvies Hero as a hostage. Venom and Eddie’s situation presents an opportunity for a special hybrid of both.

Because honestly, both Venom and Eddie have all the subtlety of a firework stand in a bonfire and X Evil Organization is bound to tail the burly man-eating monster to Eddie’s home and

Goons, breaking down the door: Alright Brock, no more games

Eddie: What

Goons: Don’t play dumb here, Eddie. We know the truth and our employer is determined to have a long, violent chat with the bastard eating all of his men. So we’ll make this simple for you:

Goons: Where is your 10 ft tall cannibal boyfriend?


Venom, inside Eddie: Eddie. Eddie, tell them where he is

Eddie, going thru every stage of grief and inventing new ones: ………………

Venom, all up in Eddie’s everything, every slime cell of him laughing to tears: Tell them where your boyfriend is, Eddie 
fandom:marvel  meta 
10 days ago by kit12123

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