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Alex Shtoff Profile
Alex Shtoff

@AlexShtf

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401
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10K

Ph.D. Principal Scientist @ TII. Opinions are my own. Ex @YahooResearch Visit my research blog at https://t.co/d3iPT3xocv!

Joined August 2012
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@AlexShtf
Alex Shtoff
1 month
🚨New post - polynomial features series🚨. We explore a nice property of high degree polynomials - with the "right" basis they can be pruned! Pruning removes noise preserving the overall shape, demonstrated on the California Housing dataset.
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@AlexShtf
Alex Shtoff
1 year
Recently, I learned something that I believe many #MachineLearning practitioners will find surprising about polynomial features. We're all taught to avoid high degree polynomials. We're taught that they oscillate and overfit! Turns out, it's a myth.
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@AlexShtf
Alex Shtoff
3 years
@Idaneretz כי הוא רץ על לינוקס.
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@AlexShtf
Alex Shtoff
10 months
Looking for research scientists with ML and optimization background?. I'm again on the job market - our entire lab is being let go. DM me if relevant :).
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@AlexShtf
Alex Shtoff
3 years
@KozakSich @IAPonomarenko The battle of Kyiv was wom before any western aid. In fact, this was the trigger for the aid to arrive - western countries saw how weak Russia is.
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@AlexShtf
Alex Shtoff
11 months
@FreyaHolmer Here is not an email, but a tweet. Thank you for your phenomenal tutorial on cubic splines.
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@AlexShtf
Alex Shtoff
1 year
A week ago I published a post about polynomial features often being as useful in #MachineLearning as other nonlinear features, and being easy to control via regularization. Now it's time to tell about controlling the shape of the fit polynomial!. Enjoy!
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@AlexShtf
Alex Shtoff
11 months
I am the only one on #ML twitter who doesn't like the name 'softmax' for exp(x) / sum(exp(x)) , and instead prefers the name 'soft-argmax'? .Softmax is LogSumExp!.
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@AlexShtf
Alex Shtoff
1 year
@IFOR2022 The reason there's so much Russophobia is the continual Russian invasion of its neighbors, and increases with every uncovered atrocity, such as Bucha.
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@AlexShtf
Alex Shtoff
1 year
@HadiNasrallah This is what's happening to your "real men". By the way - no uniforms! Innocent civilians!
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@AlexShtf
Alex Shtoff
3 years
@QrisEbeatu @WarMonitor3 They will not be heading back. They don't want their relatives to know.
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@AlexShtf
Alex Shtoff
2 years
@mironov_ru Террористическая верхушка, это те кто убили граждан в Днепре, или пустили ракеты ко вокзале в Краматорске. И те кто бомбили драматеатр в Мариуполе. То есть, вы. Вашу верхушку и надо ликвидировать.
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@AlexShtf
Alex Shtoff
2 years
@Mukhin_Alexey Украинская Советская Республика является одним из основателей ООН. Белорусь тоже. А РФСР нет. Так какого чёрта РФ является постоянним членом СовБеза ООН? Это даже не страна основатель. К статье, у КНР и Тайвань та-же история. Интересные выводы можно сделать с этого заявления.
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@AlexShtf
Alex Shtoff
1 year
@DjAmbzLdn @AdinHaykin1 Given? We bought them. For hundreds if billions of dollars.
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@AlexShtf
Alex Shtoff
2 years
@SportMadMe @DrEliDavid It worked with nazism, it will work with Hamas.
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@AlexShtf
Alex Shtoff
1 year
@hasolidit כופר בטענה ששחרור החטופים פירושו סיום המלחמה. המטרה ברורה - השמדת החמאס. המלחמה לא יכולה להסתיים לפני השמדת החמאס.
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@AlexShtf
Alex Shtoff
3 years
@smgn75755758 @ZelenskyyUa Stop being so edgy. Black and white, in this context, is about two opposites, not skin colors. Not everything is about skin colors. Stop seeing racism where there is none. Black and white are the prototypical metaphor for opposites, and "gray" is the metaphor for a compromise.
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@AlexShtf
Alex Shtoff
3 years
@xruisx @NTarnopolsky @EliotHiggins Israel has a multi layered anti missile defence system. Iron dome is only the lowest layer, and it can't protect a huge country like Ukraine. The US has better options - Patriot batteries.
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@AlexShtf
Alex Shtoff
1 year
@mattlieb You're forgetting the primary objective - the primary objective is eradicating Hamas. A permanent ceasefire leaving Hamas standing is a direct invitation to repeat Oct 7th, tenfold, by both Hamas and Hezbullah. Thousands of lives are at stake.
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@AlexShtf
Alex Shtoff
2 years
@UN_Women Too little, too late. This organization is morally corrupt. #BelieveIsraeliWomen.
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@AlexShtf
Alex Shtoff
3 years
@sparkle0100 @IAPonomarenko Yes it is. The entire Russian Kherson offensive comes through that bridge.
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@AlexShtf
Alex Shtoff
3 years
@VviewSsonicMair @McFaul We don't want Russia to go away. We want Russia to go away from Ukraine.
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@AlexShtf
Alex Shtoff
2 years
@laraabdallatt @DrEliDavid She's been convicted, and even asked her sentence to be reduced due to her burned hands.
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@AlexShtf
Alex Shtoff
8 months
⏰ New post alert!. Suppose we're building a model to predict the probability of winning an auction given the bid. Obviously, this is a CDF - it's monotone, and bounded between zero and one. How can we constrain the predictions to be an increasing and.
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@AlexShtf
Alex Shtoff
1 year
@DjAmbzLdn @AdinHaykin1 Nope. Israel's annual defence budget is ~30 bn usd. US aid us 2-3 bn. The aid is not buying warplanes.
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@AlexShtf
Alex Shtoff
1 year
@ColbyBadhwar @NatanFlayer Israeli govt. has refused to support Ukraine consistently, under the pretense that "there are many jews in Russia and the regime can make their lives a nightmare". In this aspect, I'm quite ashamed of our government. This cowardly behavior will get back at us.
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@AlexShtf
Alex Shtoff
3 years
@Jiggyames @McFaul He says Putin is a part of this ultra nationalist right who wants the war to continue. There is no pressure on him. It's him.
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@AlexShtf
Alex Shtoff
2 years
@statedpress @Osinttechnical There is no such thing as "impact sound of a jdam". JDAM are not bombs, they are guidance mechanisms. They are deployed with a variety of bombs, each with its own sound.
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@AlexShtf
Alex Shtoff
2 years
@publiusPHL @KyivIndependent No. It's just the opposite of "front line". And the actual Russian word used can be translated as "nape", so there is no pun intended here. Although I'd pretty much like to see them get it deeper in their rear.
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@AlexShtf
Alex Shtoff
1 year
@Rael_Mukti @Michael_Wgd It is directly relevant. It is the justification of eradicating Hamas in Gaza. Hamas was 25,000 militants on Oct 7th. Typical combatant to civilian ratio in dense urban warfare is 1:3. Therefore, the civilian casualties aren't "unprecedented" and there's no genocide.
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@AlexShtf
Alex Shtoff
3 years
@HolyKanolie @KyivIndependent Peace requires a partner. who will honor a peace agreement and will not demand capitulation in exchange for peace. That's impossible without Russian defeat on the battlefield. There can be no sustainable peace without a Russian defeat.
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@AlexShtf
Alex Shtoff
1 year
@hasolidit אני לא חושב שיש מישהו ��ציונות הדתית שלא מוכן לעסקה שתשחרר את כל, או אפילו רוב גדול של החטופים. אני שומע קולות שמתנגדים לשחרור מידי של 30-40, ואיבוד של כל מנופי הלחץ שיאפשרו שחרור של עוד 100. כלומר, הם מתנגדים להפקרה של 100 חטופים בידי חמאס לנצח.
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@AlexShtf
Alex Shtoff
3 years
@Escodammy @RALee85 That's why the Russians ran away from Kyiv, Sumy, and most of Kharkiv oblasts.
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@AlexShtf
Alex Shtoff
5 years
@MattWatson90 @unclebobmartin So let's all cancel people from appearing in professional conferences because we don't like their political opinion. That's not a world I would like to live in.
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@AlexShtf
Alex Shtoff
2 years
@maria_drutska There is no bridge. There is an illegal construction project, on Ukrainian territory, unauthorized by Ukrainian authorities.
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@AlexShtf
Alex Shtoff
2 years
@adad8m Cantor Bernsteim
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@AlexShtf
Alex Shtoff
2 years
@Beggsie1212 @JoshEakle Your country saved billions of dollars on defense expenses by signing the Budapest memorandum and leaving Ukraine without nukes. in return for territorial integrity. This is the way your country fulfills its promise. Yes, at your task dollar expenses.
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@AlexShtf
Alex Shtoff
10 months
@FerleneAsuncion @TheRickWilson According to the Ukrainian constitution, the Donetsk and Lihanak oblasts are a part of Ukraine. Do Russians respect that?.
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@AlexShtf
Alex Shtoff
2 years
@AvishayBenHaim ומה עם המזרחים שמקבלים משכורות עתק ונמצאים במוקדי כוח? הם עברו לצד האפל? 🤣.
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@AlexShtf
Alex Shtoff
3 years
@KremlinRussia Путлер капут!
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@AlexShtf
Alex Shtoff
3 years
@KremlinRussia А кто денацыфицырует Россию?
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@AlexShtf
Alex Shtoff
4 years
@kat_heller @icmlconf Have you considered that the award committee examined the papers and not their authors? Do you believe it should have examined the authors?.
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@AlexShtf
Alex Shtoff
11 months
@jwagsters I hope they use fusion power to reduce pollution and fight climate change.
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@AlexShtf
Alex Shtoff
2 years
@HubertFarnswo13 @ApostateProphet Please provide a way to eradicate Hamas in Gaza with less civilian casualties. We're all ears.
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@AlexShtf
Alex Shtoff
2 years
@ChildofzeCorn @maria_drutska It's a very small city. There is no "far away from the front line " in Bakhmut.
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@AlexShtf
Alex Shtoff
3 years
@alpha_orikaeze1 @cnni Is it propaganda if it's true?.
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@AlexShtf
Alex Shtoff
4 years
@unclebobmartin Because I dislike dynamically typed languages.
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@AlexShtf
Alex Shtoff
2 years
@thesahilturk @Israel @IDF From Hamas.
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@AlexShtf
Alex Shtoff
2 years
@TateWhiteRabbit @IDF In pieces*.
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@AlexShtf
Alex Shtoff
2 years
@JoeyMannarinoUS @McFaul @Dmitri_Gusev The US signed the Budapest memorandum, and gave security assurance for Ukraine's integrity and independence in return for nuclear disarmament. Your tax money is paying for the US upholding its promise. If it refrains from upholding such promises, you'll have no allies.
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@AlexShtf
Alex Shtoff
2 years
@arbelaue @cohen_meirav נניח, אם רוב של 61 רוצה לבטל את חופש העיתונות, ולהכפיף את כולם לשדר רק את הגרסה הרשמית של הממשלה - זו לא דמוקרטיה. גם אם הרוב רוצה. דמוקרטיה הוא משטר בו השלטון הנבחר מושל באמצעות כוח שמוגבל על ידי מערכת איזונים ובלמים, במטרה להבטיח חירויות פרט. לא כל מה שהרוב רוצה לגיטימי.
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@AlexShtf
Alex Shtoff
10 months
@leandroOnX I wonder who brought difficult times upon Russia, and why he's still in charge.
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@AlexShtf
Alex Shtoff
4 years
@UdiBaldheimer @PessimistsArc Did people also spread conspiracy theories about world's first recombinant vaccine against Hepatitis B, which was also tested on a few dozen people, which were monitored for a few months?.Or maybe people were just happy that they can be vaccinated against Hepatitis B?.
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@AlexShtf
Alex Shtoff
1 year
@aisha_c10 @sentdefender Iran. By firing ballistic missiles and UAVs at Israel repeatedly since Oct 8th.
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@AlexShtf
Alex Shtoff
2 years
@avigrin10 התנצלות על מה? על כך שדרשו ממנה לפנות מקום? שחברת התעופה שגיבתה את הנוסעים החרדים תתנצל.
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@AlexShtf
Alex Shtoff
3 years
@APompliano @elonmusk You cannot see even if it's open source. Most ML algorithms produce very accurate but totally uninterpretable models. Creating models which are both accurate and interpretatable is a research field in its infancy.
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@AlexShtf
Alex Shtoff
2 years
@UsaPeretz @RobDziobon It isn't about NATO. It's about Ukrainine. It's completely unacceptable dor Russia that the Ukrainians are independent from Russia, just like Finland and Sweden. That's exactly the professor's point - It's about imperial ideology, not NATO.
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@AlexShtf
Alex Shtoff
2 years
@igorkushnarev2 Дело в том, что Германия переросла этот этап и уже давно не совершает никаких геноцидов, а Россия совершает геноцид в сейчас, каждый день.
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@AlexShtf
Alex Shtoff
11 months
@Lily_N_P @__Injaneb96 Maybe because she loves her country, and wants all Iranians to be free as well?.
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@AlexShtf
Alex Shtoff
2 years
@mironov_ru Зеленский ввёл военное положение, объявил мобилизацию, делает все возможное чтобы вооружыть ВСУ современным оружием, и посещает фронт. Делает все ради победы. А ваши качают бабки, и нечего ради победы не делают. Только болтают. Так кто клоун?.
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@AlexShtf
Alex Shtoff
4 years
@martinfowler @unclebobmartin It's not for trying to remove sexism, but for attacking him personally. I'd spend energy on pushing attacks against me as well, and I believe you would too.
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@AlexShtf
Alex Shtoff
4 years
@Snowden Israel has the moral right to attack any building where Hamas resides, even if this building is also occupied by journalists. Hamas must not be immune to Israeli strikes anywhere!.
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@AlexShtf
Alex Shtoff
1 year
@BonsaiSky And I want the eradication of the Hamas regime and all armed groups in Gaza, for years to come. So whose wishes will come true?.
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@AlexShtf
Alex Shtoff
1 year
@_freepeace_ @EylonALevy The blockade had nothing to do with Hamas firing thousands of rockets into Israel between 2005 and 2006, following Israeli withdrawal in 2005, right?. In 2005 they faced a choice. They chose rockets in place of prosperity.
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@AlexShtf
Alex Shtoff
1 year
@SameeraKhan The "real men"
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@AlexShtf
Alex Shtoff
2 years
@JonIsTheFuture @HenMazzig The long-range rockets do.
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@AlexShtf
Alex Shtoff
2 years
@colonelhomsi "Verified" information before Feb 24th 2022, originating from the Nazi Russian Federation said that Russia isn't going to invade. According to "verified" information from similar sources, Russia destroyed 3 times more HIMARS than Ukraine has.
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@AlexShtf
Alex Shtoff
2 years
@MID_RF Нет никакой республики. Это ИГИЛ - террористическая организация, которая пытается делать воображение государства, а спонсируется другой такой же организацией, которая се��я называет РФ.
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@AlexShtf
Alex Shtoff
4 years
@OmarBaddar @WhiteHouse Aggressor? Who opened fire on who's capital city?.
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@AlexShtf
Alex Shtoff
5 years
@masoudy_baba @unclebobmartin As a person whose twitter profile says that you want the annihilation of Israel, I don't think you have the moral right to call other people racists.
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@AlexShtf
Alex Shtoff
2 years
@Trollstoy88 Why are you so obsessed with one small town?.
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@AlexShtf
Alex Shtoff
3 years
@KremlinRussia Вы ещё не поняли кто здесь главный фашист?. Путлер Капут!.
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@AlexShtf
Alex Shtoff
8 months
@Resist_05 The United Nations also created the artificial state of Syria in 1946, and the artificial states of Lebanon, Jordan, and Iraq were also created by colonial powers and admitted to the Legue of Nations. Except for Egypt, Saudi Arabia, and Iran, all Arab countries are 'artificial'.
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@AlexShtf
Alex Shtoff
2 years
@mironov_ru Совершенно верно. ВСУ добют нацистскую гадину и освободят Донбасс!.
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@AlexShtf
Alex Shtoff
2 years
@Trollstoy88 LOL.Kherson is still waiting.
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@AlexShtf
Alex Shtoff
2 years
@mperomedia @vicktop55 The expectation that Russia can fire missiles into Ukraine unpunished, and when you get some of your own medicine back it's a 'major escalation' is a mystery. Russia can't do it unpunished. Period.
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@AlexShtf
Alex Shtoff
2 years
@503001Lileykin @McFaul Я поправлю - для убийства оккупантов.
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@AlexShtf
Alex Shtoff
1 year
@incontextmedia Fake. I live nearby - nothing of the sort happened.
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@AlexShtf
Alex Shtoff
2 years
@Tendar Strelkov is an FSB colonel.
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@AlexShtf
Alex Shtoff
1 year
@NuanceBro @BillAckman Iran has been attacking Israel via its IRGC branches in the Middle East since Oct 8th. The strike in Damascus was retaliatory. Iran is escalating.
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@AlexShtf
Alex Shtoff
3 years
@paulknott11 @petite_michelle Not exactly. "I started a war against Ukraine and they fought back. So now I'm going to steal their grain from the occupied territories, and send it to Africa, telling them I'm saving them from starvation imposed by the west and Ukraine's unwillingness to bow before me".
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@AlexShtf
Alex Shtoff
2 years
@UsaPeretz @RobDziobon The point the professor is making is that it's not about NATO.
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@AlexShtf
Alex Shtoff
10 months
@Grady_Booch @mmbronstein These are historical facts. Telling your opinion about them in class could be political. Stating them in class is probably not.
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@AlexShtf
Alex Shtoff
1 year
@gaza_report An interesting position. after conclusion of the conflict there will be no Hamas to negotiate.
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@AlexShtf
Alex Shtoff
2 years
@missfalasteenia You wanted a holiday? You got it.
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@AlexShtf
Alex Shtoff
3 years
@EatsGoats @maria_drutska They never claimed to be a power. Just a sovereign state fighting invaders.
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@AlexShtf
Alex Shtoff
4 years
@amit_segal חילוני לגמרי. חושב שתנך זה חשוב, וחבל שלא לומדים יותר. הספר הזה מכיל את יסודות האומה שלנו, ואת הבסיס של המיתולוגיה היהודית. גם למי שמאמין וגם למי שלא - זו לטעמי השכלה בסיסית שכל ילד בישראל צריך לקבל.
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@AlexShtf
Alex Shtoff
9 months
@FirassSalih @EylonALevy Reading comprehension isn't taught in schools these days, I assume. .
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@AlexShtf
Alex Shtoff
3 years
@tw1tteringfool @McFaul Russians are occupying Ukrainian lands and declared them part of the Russian Federation. Even the most basic condition - release all occupied territory, they won't meet.
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@AlexShtf
Alex Shtoff
1 year
@GeromanAT @vicktop55 You mean occupied, not liberated. Right?.
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@AlexShtf
Alex Shtoff
3 years
@GonzaloLira1968 Russia cannot "win". The manpower required to occupy such a huge territory is enormous. They don't have it. They can get a symbolic achievement which they will sell as a "victory". But they can't amass the manpower required to "win".
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@AlexShtf
Alex Shtoff
2 years
@Sajad_Khaki @spectatorindex How would leaving hamas unaccountable for the attack of Oct 7th bring peace? Appeasement never works. Not with Hitler, not with Putin, and not with Sinwar.
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@AlexShtf
Alex Shtoff
2 years
@GachaUSA @AmichaiStein1 Protests against reforms that may make Israel another Russia - formally, a democracy, but practically, a dictatorship.
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@AlexShtf
Alex Shtoff
1 year
@mhdksafa SCR 1701 is dead - Hezbullah are all over southern Lebanon for months and fire is being made from Lebanese territory to Israel since Oct 7th on a daily basis. These are all violations of 1701. So there is no SCR 1701.
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@AlexShtf
Alex Shtoff
3 years
@ivanfisun @KareemRifai Aren't the Russian murderers responsible for what happened there?.
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@AlexShtf
Alex Shtoff
8 months
@EugeneVinitsky As an anecdote, Vowpal Wabbit, and PyTorch are written in C++.
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@AlexShtf
Alex Shtoff
1 year
@thesiriusreport Well, then Russians can just go back home. and the war ends. No need for a "conference" on their side.
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@AlexShtf
Alex Shtoff
3 years
@ThoughtsKnM @KyivIndependent Does it matter what he says?.
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@AlexShtf
Alex Shtoff
1 year
@goatd3ys @shafiq_ades @AP A woman who finished her service of 2 years and was released is a civilian.
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@AlexShtf
Alex Shtoff
1 year
@alon_mizrahi I wonder who was the target. .
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@AlexShtf
Alex Shtoff
2 years
@OswaldPatton @WarMonitor3 Well, they also captured Lyman, Lysichansk. we all know how that ends. They capture some small towns, in response, the Ukrainians recapture huge regions. the Kharkiv and Kherson operations send their regards.
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