#tradeoff — Public Fediverse posts
Live and recent posts from across the Fediverse tagged #tradeoff, aggregated by home.social.
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Как глушить нефтяную скважину… машинным обучением. Часть 2, техническая
Продолжаю рассказывать широкой общественности об интересном ML проекте, результаты которого внедряются в реальный технологический процесс. В первой части разобрались, что такое глушение и почему важно уметь рассчитывать объемы жидкостей глушения. В этой части будет непосредственно все то, как мы решали эту задачу с помощью МЛ: Построили двухконтурную систему: офлайн-обучение на XGBoost и CatBoost — и лeгкий онлайн-инференс через Flask. Вместо одного .fit() с дефолтным лоссом внедрили K‑method — асимметричную функцию потерь. Теперь модель «боится» недолить жидкость сильнее, чем перелить, потому что в реальности эти ошибки стоят по-разному. CatBoost лучше по удобству работы с «сырыми» категориями, XGBoost потребовал кастомного кодирования, но дал сравнимые метрики. На малых данных (~350 строк) случайное разбиение творит хаос: метрики скачут от сида к сиду. Поэтому отбираем топ‑20 лучших random_state, а гиперпараметры усредняем частотным методом. Весь пайплайн — от подбора параметров до прогона K‑сетки — завернули в Airflow ради повторяемости, а все эксперименты и логи складываем в MLflow.
https://habr.com/ru/articles/1045256/
#Глушение_скважин #нефтяные_скважины #нефтяная_промышленность #машинное_обучение #промышленность #промышленное_программирование #catboost #xgboost #месторождение #tradeoff
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Necessity never made good bargain.
James Howell (c. 1594 - 1666) Welsh historian and writer
Paroimiographia [Παροιμιογραφία]: Proverbs, or, Old Sayed Sawes & Adages, “New Sayings,” 3rd Century (1659)More about this quote: wist.info/howell-james/16348/
#quote #quotes #quotation #qotd #jameshowell #proverb #bargain #desperation #necessity #need #requirement #tradeoff
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Those who would give up essential Liberty, to purchase a little temporary Safety, deserve neither Liberty nor Safety.
Benjamin Franklin (1706-1790) American statesman, scientist, philosopher, aphorist
Letter (1755-11-11) to Royal Governor Robert Hunter Morris, from the Pennsylvania AssemblyMore about this quote: wist.info/franklin-benjamin/15…
#quote #quotes #quotation #qotd #benfranklin #benjaminfranklin #compromise #freedom #liberty #sacrifice #tradeoff
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Those who would give up essential Liberty, to purchase a little temporary Safety, deserve neither Liberty nor Safety.
Benjamin Franklin (1706-1790) American statesman, scientist, philosopher, aphorist
Letter (1755-11-11) to Royal Governor Robert Hunter Morris, from the Pennsylvania AssemblyMore about this quote: wist.info/franklin-benjamin/15…
#quote #quotes #quotation #qotd #benfranklin #benjaminfranklin #compromise #freedom #liberty #sacrifice #tradeoff
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Wir haben ein neues, schönes Design im Software Architektur im Stream Shop:
https://software-architektur-im-stream.myspreadshop.de/kannste+so+machen+hat+dann+halt+viele+trade-offs-A69664ae31566f964f73d3950 #TradeOff
Danke @teapot418 ! -
Wir haben ein neues, schönes Design im Software Architektur im Stream Shop:
https://software-architektur-im-stream.myspreadshop.de/kannste+so+machen+hat+dann+halt+viele+trade-offs-A69664ae31566f964f73d3950 #TradeOff
Danke @teapot418 ! -
Kindliche Naivität als System: Härten, Tragische Wahl & der Gegensatz von Wichtigkeit/Dringlichkeit
https://www.youtube.com/watch?v=e6uxZWk1MG8
#Nullsummenspiele #ZeroSumGame #TradeOff #TradeOffs #Tragik #Ökonomie #Ökologie #Gegensatz #Liberalismus #Autoritarismus
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Der Wille zur Kita: Warum unsere Gesellschaft sich beständig selber ins Knie schießt / On Privilege
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New paper from our lab is published now in Theoretical Ecology! 📰
Lilla Kiss @likiss and Toni Klauschies write on: "Consumer coexistence through the gleaner–opportunist trade-off in the light of sigmoidal functional responses"Go read it here:
https://link.springer.com/article/10.1007/s12080-025-00618-7#theoretical #ecology #modelling #functionalresponse #coexistence #TradeOff #phdchat
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New paper from our lab is published now in Theoretical Ecology! 📰
Lilla Kiss @likiss and Toni Klauschies write on: "Consumer coexistence through the gleaner–opportunist trade-off in the light of sigmoidal functional responses"Go read it here:
https://link.springer.com/article/10.1007/s12080-025-00618-7#theoretical #ecology #modelling #functionalresponse #coexistence #TradeOff #phdchat
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New entry of AI-generated #comics and #jokes added to our #website:
comics.lucentinian.com/8898
#AILaughs #AIHumor #VisitNow #NewsJokes #AIComedy -
👨💻🚀 Ah, yes, the riveting tale of leaving behind the glamour of tech in exchange for the not-so-glamorous world of relentless aches and pains. Because clearly, trading code bugs for bodily bugs is the ultimate career upgrade. 🦶💼
https://sailhealth.substack.com/p/why-i-left-my-tech-job-to-work-on #techcareer #tradeoff #achesandpains #codinglife #careerchange #hackernews #HackerNews #ngated -
👨💻🚀 Ah, yes, the riveting tale of leaving behind the glamour of tech in exchange for the not-so-glamorous world of relentless aches and pains. Because clearly, trading code bugs for bodily bugs is the ultimate career upgrade. 🦶💼
https://sailhealth.substack.com/p/why-i-left-my-tech-job-to-work-on #techcareer #tradeoff #achesandpains #codinglife #careerchange #hackernews #HackerNews #ngated -
New entry of AI-generated #comics and #jokes added to our #website:
comics.lucentinian.com/3960
#VisitUsNow #DailyLaughs #ComedyGold #Laughs #AIGeneratedJokes -
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Maybe if I could connect the LAN cable and monitor at the same time, this wasn't necessary. But, my monitor and router are in different rooms and neither can be moved. So the home server backup now comes with a desktop environment. #Tradeoff
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Maybe if I could connect the LAN cable and monitor at the same time, this wasn't necessary. But, my monitor and router are in different rooms and neither can be moved. So the home server backup now comes with a desktop environment. #Tradeoff
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"Permitting internet companies to hack the systems in which #culture is produced & circulates is a short-term #tradeoff that has proven to have devastating long-term consequences. When govs give tech companies unregulated access to our social & cultural #infrastructure,the social contract becomes biased towards their #profit. We are increasing our collective socio-technical #debt."
https://www.schneier.com/blog/archives/2024/06/the-hacking-of-culture-and-the-creation-of-socio-technical-debt.html -
"Permitting internet companies to hack the systems in which #culture is produced & circulates is a short-term #tradeoff that has proven to have devastating long-term consequences. When govs give tech companies unregulated access to our social & cultural #infrastructure,the social contract becomes biased towards their #profit. We are increasing our collective socio-technical #debt."
https://www.schneier.com/blog/archives/2024/06/the-hacking-of-culture-and-the-creation-of-socio-technical-debt.html -
@tarkaTheRotter Agreed. But I don’t miss the commuting (or having to live in an expensive, busy suburb that’s closer to the office) more. So I’ll put up with it 🤷♂️ #TradeOff
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@tarkaTheRotter Agreed. But I don’t miss the commuting (or having to live in an expensive, busy suburb that’s closer to the office) more. So I’ll put up with it 🤷♂️ #TradeOff
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PRODUCTHEAD: Trade-offs and negotiation
This week’s #productmanagement newsletter lovingly curated by Jock Busuttil (@jock) features Chris Bell, Prof E Wertheim, @lucyjspence & @johncutlefish
#prodmgmt #negotiation #tradeoff https://imanageproducts.com/producthead-trade-offs-and-negotiation/
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PRODUCTHEAD: Trade-offs and negotiation
This week’s #productmanagement newsletter lovingly curated by Jock Busuttil (@jock) features Chris Bell, Prof E Wertheim, @lucyjspence & @johncutlefish
#prodmgmt #negotiation #tradeoff https://imanageproducts.com/producthead-trade-offs-and-negotiation/
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The episode is from 2021, but I believe the book could be worth it.
S6:E7 - Looking at Software Mistakes and Tradeoffs - DEV Community 👩💻👨💻
https://dev.to/devdiscuss/s6-e7-looking-at-software-mistakes-and-tradeoffs
@Ryuno-Ki #Wishlist
https://www.manning.com/books/software-mistakes-and-tradeoffs -
The episode is from 2021, but I believe the book could be worth it.
S6:E7 - Looking at Software Mistakes and Tradeoffs - DEV Community 👩💻👨💻
https://dev.to/devdiscuss/s6-e7-looking-at-software-mistakes-and-tradeoffs
@Ryuno-Ki #Wishlist
https://www.manning.com/books/software-mistakes-and-tradeoffs -
@Swede1952 Everything the #Jetsons can do, we can do better. I brought a b&w tv to college it lasted forever through many misadventures. Try dropping your TV -or phone- down a flight of stairs today and see if it runs another 3 years. #TradeOff
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@Swede1952 Everything the #Jetsons can do, we can do better. I brought a b&w tv to college it lasted forever through many misadventures. Try dropping your TV -or phone- down a flight of stairs today and see if it runs another 3 years. #TradeOff
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Slides of all my talks at #ESWC2022 are available on my website!
https://dylanvanassche.be/publications/#2022
Want to discuss? Find me at the #posters & demo session of ESWC2022!
#research #web #knowledgegraph #semanticweb #RDF #tradeoff #balance
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