Estimating box size from the contents2019 Community Moderator ElectionChoosing best methods for estimating the unknown parameters in a linear regression modelEstimating destination according to previous dataEstimating probability using boltzmann machineCan the size of a pooling layer be learned?Estimating expected revenue generationEstimating data set size for grammar extractionClassifier training long time due to the size dataEntropy in a closed boxTraining detector without bounding box dataSize of Output vector from AvgW2V Vectorizer is less than Size of Input data

How is it possible for user's password to be changed after storage was encrypted? (on OS X, Android)

Set-theoretical foundations of Mathematics with only bounded quantifiers

Are tax years 2016 & 2017 back taxes deductible for tax year 2018?

Why is an old chain unsafe?

How can bays and straits be determined in a procedurally generated map?

New order #4: World

Is it possible to do 50 km distance without any previous training?

Can an x86 CPU running in real mode be considered to be basically an 8086 CPU?

Patience, young "Padovan"

Draw simple lines in Inkscape

How long does it take to type this?

What Brexit solution does the DUP want?

How can the DM most effectively choose 1 out of an odd number of players to be targeted by an attack or effect?

The use of multiple foreign keys on same column in SQL Server

How to type dʒ symbol (IPA) on Mac?

What do you call a Matrix-like slowdown and camera movement effect?

A newer friend of my brother's gave him a load of baseball cards that are supposedly extremely valuable. Is this a scam?

Japan - Plan around max visa duration

What would happen to a modern skyscraper if it rains micro blackholes?

whey we use polarized capacitor?

Copycat chess is back

Can a German sentence have two subjects?

What do you call something that goes against the spirit of the law, but is legal when interpreting the law to the letter?

I probably found a bug with the sudo apt install function



Estimating box size from the contents



2019 Community Moderator ElectionChoosing best methods for estimating the unknown parameters in a linear regression modelEstimating destination according to previous dataEstimating probability using boltzmann machineCan the size of a pooling layer be learned?Estimating expected revenue generationEstimating data set size for grammar extractionClassifier training long time due to the size dataEntropy in a closed boxTraining detector without bounding box dataSize of Output vector from AvgW2V Vectorizer is less than Size of Input data










0












$begingroup$


I'm currently on week 4 of my Coursera course on ML, so I have much to learn about data science. However, I got the opportunity to apply what I've learned at work, and I'd like some guidance. Our company ships random objects to customers in boxes. We'd like to be able to estimate how big boxes will be, given the random objects inside.



Here's an example of the input data:



box # | contents | box size
----- | --------------------------------- | ---------
1 | a widget, a doodad, and a trinket | 20x12x8
2 | 3 widgets | 12x12x12


However, our list of items has a long tail. I did a count of total items shipped by object type, ordered by count descending. Here's the result:



rank | object count | object type
---- | ------------ | -----------
1 | 500,000 | doodad
2 | 350,000 | trinket
3 | 300,000 | widget
--- | snip | ---
50 | 6,000 | whatyoumacallits
--- | snip | ---
300 | 5 | quarts of blinker fluid


Etc. By item number 340, the count is 1, and there are 360 distinct items. I think one way to approach this at first would be to only consider the top 50 items, and try to do a simple polynomial regression with 50 features to estimate L, W, and H (assuming each variable is less than the previous one).



It won't be 100% accurate, but it will be better than wild guesses. But is there a better way to do this? Any advice is much appreciated.










share|improve this question









$endgroup$




bumped to the homepage by Community 6 hours ago


This question has answers that may be good or bad; the system has marked it active so that they can be reviewed.



















    0












    $begingroup$


    I'm currently on week 4 of my Coursera course on ML, so I have much to learn about data science. However, I got the opportunity to apply what I've learned at work, and I'd like some guidance. Our company ships random objects to customers in boxes. We'd like to be able to estimate how big boxes will be, given the random objects inside.



    Here's an example of the input data:



    box # | contents | box size
    ----- | --------------------------------- | ---------
    1 | a widget, a doodad, and a trinket | 20x12x8
    2 | 3 widgets | 12x12x12


    However, our list of items has a long tail. I did a count of total items shipped by object type, ordered by count descending. Here's the result:



    rank | object count | object type
    ---- | ------------ | -----------
    1 | 500,000 | doodad
    2 | 350,000 | trinket
    3 | 300,000 | widget
    --- | snip | ---
    50 | 6,000 | whatyoumacallits
    --- | snip | ---
    300 | 5 | quarts of blinker fluid


    Etc. By item number 340, the count is 1, and there are 360 distinct items. I think one way to approach this at first would be to only consider the top 50 items, and try to do a simple polynomial regression with 50 features to estimate L, W, and H (assuming each variable is less than the previous one).



    It won't be 100% accurate, but it will be better than wild guesses. But is there a better way to do this? Any advice is much appreciated.










    share|improve this question









    $endgroup$




    bumped to the homepage by Community 6 hours ago


    This question has answers that may be good or bad; the system has marked it active so that they can be reviewed.

















      0












      0








      0





      $begingroup$


      I'm currently on week 4 of my Coursera course on ML, so I have much to learn about data science. However, I got the opportunity to apply what I've learned at work, and I'd like some guidance. Our company ships random objects to customers in boxes. We'd like to be able to estimate how big boxes will be, given the random objects inside.



      Here's an example of the input data:



      box # | contents | box size
      ----- | --------------------------------- | ---------
      1 | a widget, a doodad, and a trinket | 20x12x8
      2 | 3 widgets | 12x12x12


      However, our list of items has a long tail. I did a count of total items shipped by object type, ordered by count descending. Here's the result:



      rank | object count | object type
      ---- | ------------ | -----------
      1 | 500,000 | doodad
      2 | 350,000 | trinket
      3 | 300,000 | widget
      --- | snip | ---
      50 | 6,000 | whatyoumacallits
      --- | snip | ---
      300 | 5 | quarts of blinker fluid


      Etc. By item number 340, the count is 1, and there are 360 distinct items. I think one way to approach this at first would be to only consider the top 50 items, and try to do a simple polynomial regression with 50 features to estimate L, W, and H (assuming each variable is less than the previous one).



      It won't be 100% accurate, but it will be better than wild guesses. But is there a better way to do this? Any advice is much appreciated.










      share|improve this question









      $endgroup$




      I'm currently on week 4 of my Coursera course on ML, so I have much to learn about data science. However, I got the opportunity to apply what I've learned at work, and I'd like some guidance. Our company ships random objects to customers in boxes. We'd like to be able to estimate how big boxes will be, given the random objects inside.



      Here's an example of the input data:



      box # | contents | box size
      ----- | --------------------------------- | ---------
      1 | a widget, a doodad, and a trinket | 20x12x8
      2 | 3 widgets | 12x12x12


      However, our list of items has a long tail. I did a count of total items shipped by object type, ordered by count descending. Here's the result:



      rank | object count | object type
      ---- | ------------ | -----------
      1 | 500,000 | doodad
      2 | 350,000 | trinket
      3 | 300,000 | widget
      --- | snip | ---
      50 | 6,000 | whatyoumacallits
      --- | snip | ---
      300 | 5 | quarts of blinker fluid


      Etc. By item number 340, the count is 1, and there are 360 distinct items. I think one way to approach this at first would be to only consider the top 50 items, and try to do a simple polynomial regression with 50 features to estimate L, W, and H (assuming each variable is less than the previous one).



      It won't be 100% accurate, but it will be better than wild guesses. But is there a better way to do this? Any advice is much appreciated.







      machine-learning






      share|improve this question













      share|improve this question











      share|improve this question




      share|improve this question










      asked Mar 8 at 16:14









      SlotharioSlothario

      101




      101





      bumped to the homepage by Community 6 hours ago


      This question has answers that may be good or bad; the system has marked it active so that they can be reviewed.







      bumped to the homepage by Community 6 hours ago


      This question has answers that may be good or bad; the system has marked it active so that they can be reviewed.






















          1 Answer
          1






          active

          oldest

          votes


















          0












          $begingroup$

          This is known as "3D Bin Packing Problem" in literature.



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



          Since this is NP-Hard; Some of the approaches are :



          1. Heuristics : https://www.researchgate.net/publication/226249396_A_New_Heuristic_Algorithm_for_the_3D_Bin_Packing_Problem

          2. Deep Reinforcement Learning : https://arxiv.org/abs/1708.05930

          3. Ensemble : https://medium.com/@alitech_2017/alibabas-ai-solution-for-the-3d-bin-packing-problem-3ce66d730ecc





          share|improve this answer









          $endgroup$








          • 1




            $begingroup$
            Well, we aren't trying to find the optimal way to pack bins. We're asking, if a human packs a number of items into a bin, what will be the size of the bin based on past data? The past data of course is messy, too, and we don't always have reliable data on object size. It would be ideal to say "In the past, we've had three widgets and two trinkets, and the box size is typically LxWxH." Although this is a useful approach to the problem I'll consider.
            $endgroup$
            – Slothario
            Mar 8 at 19:09










          • $begingroup$
            Actually, come to think of it, I believe a useful approach would be to run a bin packing algorithm on the input data but make it configurable by a few parameters (like padding, alternate placements, etc). And then I could create a cost function that I would try to minimize so that my bin packing algorithm matches the data available as closely as possible. Is that kind of what you're suggesting?
            $endgroup$
            – Slothario
            Mar 8 at 19:12












          Your Answer





          StackExchange.ifUsing("editor", function ()
          return StackExchange.using("mathjaxEditing", function ()
          StackExchange.MarkdownEditor.creationCallbacks.add(function (editor, postfix)
          StackExchange.mathjaxEditing.prepareWmdForMathJax(editor, postfix, [["$", "$"], ["\\(","\\)"]]);
          );
          );
          , "mathjax-editing");

          StackExchange.ready(function()
          var channelOptions =
          tags: "".split(" "),
          id: "557"
          ;
          initTagRenderer("".split(" "), "".split(" "), channelOptions);

          StackExchange.using("externalEditor", function()
          // Have to fire editor after snippets, if snippets enabled
          if (StackExchange.settings.snippets.snippetsEnabled)
          StackExchange.using("snippets", function()
          createEditor();
          );

          else
          createEditor();

          );

          function createEditor()
          StackExchange.prepareEditor(
          heartbeatType: 'answer',
          autoActivateHeartbeat: false,
          convertImagesToLinks: false,
          noModals: true,
          showLowRepImageUploadWarning: true,
          reputationToPostImages: null,
          bindNavPrevention: true,
          postfix: "",
          imageUploader:
          brandingHtml: "Powered by u003ca class="icon-imgur-white" href="https://imgur.com/"u003eu003c/au003e",
          contentPolicyHtml: "User contributions licensed under u003ca href="https://creativecommons.org/licenses/by-sa/3.0/"u003ecc by-sa 3.0 with attribution requiredu003c/au003e u003ca href="https://stackoverflow.com/legal/content-policy"u003e(content policy)u003c/au003e",
          allowUrls: true
          ,
          onDemand: true,
          discardSelector: ".discard-answer"
          ,immediatelyShowMarkdownHelp:true
          );



          );













          draft saved

          draft discarded


















          StackExchange.ready(
          function ()
          StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fdatascience.stackexchange.com%2fquestions%2f46946%2festimating-box-size-from-the-contents%23new-answer', 'question_page');

          );

          Post as a guest















          Required, but never shown

























          1 Answer
          1






          active

          oldest

          votes








          1 Answer
          1






          active

          oldest

          votes









          active

          oldest

          votes






          active

          oldest

          votes









          0












          $begingroup$

          This is known as "3D Bin Packing Problem" in literature.



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



          Since this is NP-Hard; Some of the approaches are :



          1. Heuristics : https://www.researchgate.net/publication/226249396_A_New_Heuristic_Algorithm_for_the_3D_Bin_Packing_Problem

          2. Deep Reinforcement Learning : https://arxiv.org/abs/1708.05930

          3. Ensemble : https://medium.com/@alitech_2017/alibabas-ai-solution-for-the-3d-bin-packing-problem-3ce66d730ecc





          share|improve this answer









          $endgroup$








          • 1




            $begingroup$
            Well, we aren't trying to find the optimal way to pack bins. We're asking, if a human packs a number of items into a bin, what will be the size of the bin based on past data? The past data of course is messy, too, and we don't always have reliable data on object size. It would be ideal to say "In the past, we've had three widgets and two trinkets, and the box size is typically LxWxH." Although this is a useful approach to the problem I'll consider.
            $endgroup$
            – Slothario
            Mar 8 at 19:09










          • $begingroup$
            Actually, come to think of it, I believe a useful approach would be to run a bin packing algorithm on the input data but make it configurable by a few parameters (like padding, alternate placements, etc). And then I could create a cost function that I would try to minimize so that my bin packing algorithm matches the data available as closely as possible. Is that kind of what you're suggesting?
            $endgroup$
            – Slothario
            Mar 8 at 19:12
















          0












          $begingroup$

          This is known as "3D Bin Packing Problem" in literature.



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



          Since this is NP-Hard; Some of the approaches are :



          1. Heuristics : https://www.researchgate.net/publication/226249396_A_New_Heuristic_Algorithm_for_the_3D_Bin_Packing_Problem

          2. Deep Reinforcement Learning : https://arxiv.org/abs/1708.05930

          3. Ensemble : https://medium.com/@alitech_2017/alibabas-ai-solution-for-the-3d-bin-packing-problem-3ce66d730ecc





          share|improve this answer









          $endgroup$








          • 1




            $begingroup$
            Well, we aren't trying to find the optimal way to pack bins. We're asking, if a human packs a number of items into a bin, what will be the size of the bin based on past data? The past data of course is messy, too, and we don't always have reliable data on object size. It would be ideal to say "In the past, we've had three widgets and two trinkets, and the box size is typically LxWxH." Although this is a useful approach to the problem I'll consider.
            $endgroup$
            – Slothario
            Mar 8 at 19:09










          • $begingroup$
            Actually, come to think of it, I believe a useful approach would be to run a bin packing algorithm on the input data but make it configurable by a few parameters (like padding, alternate placements, etc). And then I could create a cost function that I would try to minimize so that my bin packing algorithm matches the data available as closely as possible. Is that kind of what you're suggesting?
            $endgroup$
            – Slothario
            Mar 8 at 19:12














          0












          0








          0





          $begingroup$

          This is known as "3D Bin Packing Problem" in literature.



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



          Since this is NP-Hard; Some of the approaches are :



          1. Heuristics : https://www.researchgate.net/publication/226249396_A_New_Heuristic_Algorithm_for_the_3D_Bin_Packing_Problem

          2. Deep Reinforcement Learning : https://arxiv.org/abs/1708.05930

          3. Ensemble : https://medium.com/@alitech_2017/alibabas-ai-solution-for-the-3d-bin-packing-problem-3ce66d730ecc





          share|improve this answer









          $endgroup$



          This is known as "3D Bin Packing Problem" in literature.



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



          Since this is NP-Hard; Some of the approaches are :



          1. Heuristics : https://www.researchgate.net/publication/226249396_A_New_Heuristic_Algorithm_for_the_3D_Bin_Packing_Problem

          2. Deep Reinforcement Learning : https://arxiv.org/abs/1708.05930

          3. Ensemble : https://medium.com/@alitech_2017/alibabas-ai-solution-for-the-3d-bin-packing-problem-3ce66d730ecc






          share|improve this answer












          share|improve this answer



          share|improve this answer










          answered Mar 8 at 18:43









          Shamit VermaShamit Verma

          1,4291214




          1,4291214







          • 1




            $begingroup$
            Well, we aren't trying to find the optimal way to pack bins. We're asking, if a human packs a number of items into a bin, what will be the size of the bin based on past data? The past data of course is messy, too, and we don't always have reliable data on object size. It would be ideal to say "In the past, we've had three widgets and two trinkets, and the box size is typically LxWxH." Although this is a useful approach to the problem I'll consider.
            $endgroup$
            – Slothario
            Mar 8 at 19:09










          • $begingroup$
            Actually, come to think of it, I believe a useful approach would be to run a bin packing algorithm on the input data but make it configurable by a few parameters (like padding, alternate placements, etc). And then I could create a cost function that I would try to minimize so that my bin packing algorithm matches the data available as closely as possible. Is that kind of what you're suggesting?
            $endgroup$
            – Slothario
            Mar 8 at 19:12













          • 1




            $begingroup$
            Well, we aren't trying to find the optimal way to pack bins. We're asking, if a human packs a number of items into a bin, what will be the size of the bin based on past data? The past data of course is messy, too, and we don't always have reliable data on object size. It would be ideal to say "In the past, we've had three widgets and two trinkets, and the box size is typically LxWxH." Although this is a useful approach to the problem I'll consider.
            $endgroup$
            – Slothario
            Mar 8 at 19:09










          • $begingroup$
            Actually, come to think of it, I believe a useful approach would be to run a bin packing algorithm on the input data but make it configurable by a few parameters (like padding, alternate placements, etc). And then I could create a cost function that I would try to minimize so that my bin packing algorithm matches the data available as closely as possible. Is that kind of what you're suggesting?
            $endgroup$
            – Slothario
            Mar 8 at 19:12








          1




          1




          $begingroup$
          Well, we aren't trying to find the optimal way to pack bins. We're asking, if a human packs a number of items into a bin, what will be the size of the bin based on past data? The past data of course is messy, too, and we don't always have reliable data on object size. It would be ideal to say "In the past, we've had three widgets and two trinkets, and the box size is typically LxWxH." Although this is a useful approach to the problem I'll consider.
          $endgroup$
          – Slothario
          Mar 8 at 19:09




          $begingroup$
          Well, we aren't trying to find the optimal way to pack bins. We're asking, if a human packs a number of items into a bin, what will be the size of the bin based on past data? The past data of course is messy, too, and we don't always have reliable data on object size. It would be ideal to say "In the past, we've had three widgets and two trinkets, and the box size is typically LxWxH." Although this is a useful approach to the problem I'll consider.
          $endgroup$
          – Slothario
          Mar 8 at 19:09












          $begingroup$
          Actually, come to think of it, I believe a useful approach would be to run a bin packing algorithm on the input data but make it configurable by a few parameters (like padding, alternate placements, etc). And then I could create a cost function that I would try to minimize so that my bin packing algorithm matches the data available as closely as possible. Is that kind of what you're suggesting?
          $endgroup$
          – Slothario
          Mar 8 at 19:12





          $begingroup$
          Actually, come to think of it, I believe a useful approach would be to run a bin packing algorithm on the input data but make it configurable by a few parameters (like padding, alternate placements, etc). And then I could create a cost function that I would try to minimize so that my bin packing algorithm matches the data available as closely as possible. Is that kind of what you're suggesting?
          $endgroup$
          – Slothario
          Mar 8 at 19:12


















          draft saved

          draft discarded
















































          Thanks for contributing an answer to Data Science Stack Exchange!


          • Please be sure to answer the question. Provide details and share your research!

          But avoid


          • Asking for help, clarification, or responding to other answers.

          • Making statements based on opinion; back them up with references or personal experience.

          Use MathJax to format equations. MathJax reference.


          To learn more, see our tips on writing great answers.




          draft saved


          draft discarded














          StackExchange.ready(
          function ()
          StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fdatascience.stackexchange.com%2fquestions%2f46946%2festimating-box-size-from-the-contents%23new-answer', 'question_page');

          );

          Post as a guest















          Required, but never shown





















































          Required, but never shown














          Required, but never shown












          Required, but never shown







          Required, but never shown

































          Required, but never shown














          Required, but never shown












          Required, but never shown







          Required, but never shown







          Popular posts from this blog

          Францішак Багушэвіч Змест Сям'я | Біяграфія | Творчасць | Мова Багушэвіча | Ацэнкі дзейнасці | Цікавыя факты | Спадчына | Выбраная бібліяграфія | Ушанаванне памяці | У філатэліі | Зноскі | Літаратура | Спасылкі | НавігацыяЛяхоўскі У. Рупіўся дзеля Бога і людзей: Жыццёвы шлях Лявона Вітан-Дубейкаўскага // Вольскі і Памідораў з песняй пра немца Адвакат, паэт, народны заступнік Ашмянскі веснікВ Минске появится площадь Богушевича и улица Сырокомли, Белорусская деловая газета, 19 июля 2001 г.Айцец беларускай нацыянальнай ідэі паўстаў у бронзе Сяргей Аляксандравіч Адашкевіч (1918, Мінск). 80-я гады. Бюст «Францішак Багушэвіч».Яўген Мікалаевіч Ціхановіч. «Партрэт Францішка Багушэвіча»Мікола Мікалаевіч Купава. «Партрэт зачынальніка новай беларускай літаратуры Францішка Багушэвіча»Уладзімір Іванавіч Мелехаў. На помніку «Змагарам за родную мову» Барэльеф «Францішак Багушэвіч»Памяць пра Багушэвіча на Віленшчыне Страчаная сталіца. Беларускія шыльды на вуліцах Вільні«Krynica». Ideologia i przywódcy białoruskiego katolicyzmuФранцішак БагушэвічТворы на knihi.comТворы Францішка Багушэвіча на bellib.byСодаль Уладзімір. Францішак Багушэвіч на Лідчыне;Луцкевіч Антон. Жыцьцё і творчасьць Фр. Багушэвіча ў успамінах ягоных сучасьнікаў // Запісы Беларускага Навуковага таварыства. Вільня, 1938. Сшытак 1. С. 16-34.Большая российская1188761710000 0000 5537 633Xn9209310021619551927869394п

          Беларусь Змест Назва Гісторыя Геаграфія Сімволіка Дзяржаўны лад Палітычныя партыі Міжнароднае становішча і знешняя палітыка Адміністрацыйны падзел Насельніцтва Эканоміка Культура і грамадства Сацыяльная сфера Узброеныя сілы Заўвагі Літаратура Спасылкі НавігацыяHGЯOiТоп-2011 г. (па версіі ej.by)Топ-2013 г. (па версіі ej.by)Топ-2016 г. (па версіі ej.by)Топ-2017 г. (па версіі ej.by)Нацыянальны статыстычны камітэт Рэспублікі БеларусьШчыльнасць насельніцтва па краінахhttp://naviny.by/rubrics/society/2011/09/16/ic_articles_116_175144/А. Калечыц, У. Ксяндзоў. Спробы засялення краю неандэртальскім чалавекам.І ў Менску былі мамантыА. Калечыц, У. Ксяндзоў. Старажытны каменны век (палеаліт). Першапачатковае засяленне тэрыторыіГ. Штыхаў. Балты і славяне ў VI—VIII стст.М. Клімаў. Полацкае княства ў IX—XI стст.Г. Штыхаў, В. Ляўко. Палітычная гісторыя Полацкай зямліГ. Штыхаў. Дзяржаўны лад у землях-княствахГ. Штыхаў. Дзяржаўны лад у землях-княствахБеларускія землі ў складзе Вялікага Княства ЛітоўскагаЛюблінская унія 1569 г."The Early Stages of Independence"Zapomniane prawdy25 гадоў таму было аб'яўлена, што Язэп Пілсудскі — беларус (фота)Наша вадаДакументы ЧАЭС: Забруджванне тэрыторыі Беларусі « ЧАЭС Зона адчужэнняСведения о политических партиях, зарегистрированных в Республике Беларусь // Министерство юстиции Республики БеларусьСтатыстычны бюлетэнь „Полаўзроставая структура насельніцтва Рэспублікі Беларусь на 1 студзеня 2012 года і сярэднегадовая колькасць насельніцтва за 2011 год“Индекс человеческого развития Беларуси — не было бы нижеБеларусь занимает первое место в СНГ по индексу развития с учетом гендерного факцёраНацыянальны статыстычны камітэт Рэспублікі БеларусьКанстытуцыя РБ. Артыкул 17Трансфармацыйныя задачы БеларусіВыйсце з крызісу — далейшае рэфармаванне Беларускі рубель — сусветны лідар па дэвальвацыяхПра змену коштаў у кастрычніку 2011 г.Бядней за беларусаў у СНД толькі таджыкіСярэдні заробак у верасні дасягнуў 2,26 мільёна рублёўЭканомікаГаласуем за ТОП-100 беларускай прозыСучасныя беларускія мастакіАрхитектура Беларуси BELARUS.BYА. Каханоўскі. Культура Беларусі ўсярэдзіне XVII—XVIII ст.Анталогія беларускай народнай песні, гуказапісы спеваўБеларускія Музычныя IнструментыБеларускі рок, які мы страцілі. Топ-10 гуртоў«Мясцовы час» — нязгаслая легенда беларускай рок-музыкіСЯРГЕЙ БУДКІН. МЫ НЯ ЗНАЕМ СВАЁЙ МУЗЫКІМ. А. Каладзінскі. НАРОДНЫ ТЭАТРМагнацкія культурныя цэнтрыПублічная дыскусія «Беларуская новая пьеса: без беларускай мовы ці беларуская?»Беларускія драматургі па-ранейшаму лепш ставяцца за мяжой, чым на радзіме«Працэс незалежнага кіно пайшоў, і дзяржаву турбуе яго непадкантрольнасць»Беларускія філосафы ў пошуках прасторыВсе идём в библиотекуАрхіваванаАб Нацыянальнай праграме даследавання і выкарыстання касмічнай прасторы ў мірных мэтах на 2008—2012 гадыУ космас — разам.У суседнім з Барысаўскім раёне пабудуюць Камандна-вымяральны пунктСвяты і абрады беларусаў«Мірныя бульбашы з малой краіны» — 5 непраўдзівых стэрэатыпаў пра БеларусьМ. Раманюк. Беларускае народнае адзеннеУ Беларусі скарачаецца колькасць злачынстваўЛукашэнка незадаволены мінскімі ўладамі Крадзяжы складаюць у Мінску каля 70% злачынстваў Узровень злачыннасці ў Мінскай вобласці — адзін з самых высокіх у краіне Генпракуратура аналізуе стан са злачыннасцю ў Беларусі па каэфіцыенце злачыннасці У Беларусі стабілізавалася крымінагеннае становішча, лічыць генпракурорЗамежнікі сталі здзяйсняць у Беларусі больш злачынстваўМУС Беларусі турбуе рост рэцыдыўнай злачыннасціЯ з ЖЭСа. Дазволіце вас абкрасці! Рэйтынг усіх службаў і падраздзяленняў ГУУС Мінгарвыканкама вырасАб КДБ РБГісторыя Аператыўна-аналітычнага цэнтра РБГісторыя ДКФРТаможняagentura.ruБеларусьBelarus.by — Афіцыйны сайт Рэспублікі БеларусьСайт урада БеларусіRadzima.org — Збор архітэктурных помнікаў, гісторыя Беларусі«Глобус Беларуси»Гербы и флаги БеларусиАсаблівасці каменнага веку на БеларусіА. Калечыц, У. Ксяндзоў. Старажытны каменны век (палеаліт). Першапачатковае засяленне тэрыторыіУ. Ксяндзоў. Сярэдні каменны век (мезаліт). Засяленне краю плямёнамі паляўнічых, рыбакоў і збіральнікаўА. Калечыц, М. Чарняўскі. Плямёны на тэрыторыі Беларусі ў новым каменным веку (неаліце)А. Калечыц, У. Ксяндзоў, М. Чарняўскі. Гаспадарчыя заняткі ў каменным векуЭ. Зайкоўскі. Духоўная культура ў каменным векуАсаблівасці бронзавага веку на БеларусіФарміраванне супольнасцей ранняга перыяду бронзавага векуФотографии БеларусиРоля беларускіх зямель ва ўтварэнні і ўмацаванні ВКЛВ. Фадзеева. З гісторыі развіцця беларускай народнай вышыўкіDMOZGran catalanaБольшая российскаяBritannica (анлайн)Швейцарскі гістарычны15325917611952699xDA123282154079143-90000 0001 2171 2080n9112870100577502ge128882171858027501086026362074122714179пппппп

          ValueError: Expected n_neighbors <= n_samples, but n_samples = 1, n_neighbors = 6 (SMOTE) The 2019 Stack Overflow Developer Survey Results Are InCan SMOTE be applied over sequence of words (sentences)?ValueError when doing validation with random forestsSMOTE and multi class oversamplingLogic behind SMOTE-NC?ValueError: Error when checking target: expected dense_1 to have shape (7,) but got array with shape (1,)SmoteBoost: Should SMOTE be ran individually for each iteration/tree in the boosting?solving multi-class imbalance classification using smote and OSSUsing SMOTE for Synthetic Data generation to improve performance on unbalanced dataproblem of entry format for a simple model in KerasSVM SMOTE fit_resample() function runs forever with no result