Поговорим про ML.
Пару дней назад вышла новость о том, что в продажу поступила первая русскоязычная книга, половину текста в которой написала нейросеть ruGPT-3. А до этого вы все наверняка натыкались на очень яркие записи про Dalle и Imagen, где нейросеть по описанию рисует картинку, и получается очень любопытно.
Такими темпами скоро нейросети превратятся в крипту: высокотехнологичную вещь, о которой, однако, в среде приличных технарей лучше не упоминать. Потому что то, каким образом это используется, и то, какой образ этому создают в массах, расходится не только с реальностью, но и с определённым уровнем вменяемости.
Кстати, ML ещё и может ярко демонстрировать эффект Даннинга-Крюгера. Мем про "Ты чё, пёс, я математик!" нифига не шутка. Человек может считать себя крутым программистом, если научился комбинировать чужие библиотеки на питоне. Хотя на самом деле простейшую практическую задачу решить не способен -- я с такими сталкивался лично. ML-щики вообще пихают свои нейросети куда ни попадя, считая, что это волшебная таблетка и швейцарский нож для любых ситуаций. Мне рассказывали случай, когда на хакатоне по работе с данными выиграл человек, который просто аккуратно вручную подобрал нужные зависимости в Excel :)
Глобально же нейросетями пытаются решать три вида задач:
1. Информации в вопросе много, а в ответе нужно мало. Например, распознавание образов и символов. Подбор значений каких-нибудь коэффициентов. Приложение "Хотдог или не хотдог" из сериала Кремниевая Долина. Обычно нейросети справляются с таким очень хорошо. Рукописный ввод распознают шикарно, по фото могут назвать породу собаки, математические формулы читают. Но важно понимать, что под капотом даже у такой нейросети не возникает никаких понятных вам символов. Например, при распознавании рукописного ввода случайный набор пикселей, не имеющий для человека смысла, может быть с той же степенью уверенности интерпретирован нейросетью, как совершенно чёткая буква А. Просто мы на такой случайный набор не попадаем почти всегда, и поэтому всё ок.
2. Информации в вопросе средне, и в ответе нужно средне. Как правило, это предсказание, восстановление недостающих данных, улучшение качества фото, раскрашивание ч/б. С такими задачами нейросети справляются уже средненько. Улучшенный нейросетью снимок сразу видно. Предсказание лишь ненамного точнее, чем случайный выбор. Польза в том, что в обращении такие сети просты, а результат всё-таки дают. Но не стоит их переоценивать. Например, сюда можно отнести задачу суммаризации текста (по большому объёму текстов тебе печатают выжимку). Мои товарищи в одном чате несколько дней игрались с ботом-суммаризатором, и в основном половина написанных им фраз это просто мусор и ерунда для ржача. Но в другой половине всё-таки какой-то совсем небольшой смысл проглядывался. Недостаточный для того, чтобы задалбывать этим ботом участников чата (привет, ребята :) ), но не абсолютный рандом.
3. Информации в вопросе мало, а в ответе нужно много. Это генерация данных: вот как раз написание текстов, составление рисунков, логотипов и так далее. Так вот, по моему скромному, но всё-таки хоть немного компетентному мнению, в таких вопросах нейросети выдают полную херню. И хвалёная логотипная нейросетка Лебедева — тоже полная херня. И распиаренная GPT ничего толкового не пишет. Когда читаешь примеры в новостях-анонсах, сразу думаешь: "Вау, как круто!". Но когда пробуешь сам: ruGPT-3 по уровню осмысленности где-то чуть ниже "Яндекс.Рефератов", если помните такой сервис и суть его работы. Я не знаю, будут ли сети по созданию изображений работать так круто (сейчас доступа к ним ни у кого нет), но книга в соавторстве с человеком стала возможна только по той причине, что в качестве человека взяли Павла Пепперштейна, который берёт случайные комбинации словосочетаний и выдаёт это за литературу.
Поверьте: человечество пока что в безопасности касательно захвата машинами.
#dev
🇷🇺🇦🇲 On April 1, President Vladimir Putin held talks at the Kremlin with Prime Minister of the Republic of Armenia Nikol Pashinyan, who arrived in Moscow on a working visit.
💬 President of Russia Vladimir Putin: Mr Pashinyan, friends,
We are delighted to welcome you in Moscow. Thank you very much for accepting our invitation and coming here.
We can see that domestic political processes in Armenia are gaining momentum, with elections approaching. In this context, I would like to emphasise several key points: such processes often become more intense during election campaigns, as is the case not only in Armenia, I believe, but also in Russia and other countries. However, this escalation must not be allowed to affect relations between Russia and Armenia.
We have discussed this many times. Russia and Armenia have special relationships which have evolved over centuries rather than decades. We are united by our common history as well as our cooperation to solve the challenges that we faced in years past. Crucially, we are also united by civilizational affinity. I have already told you this privately before, and I can say it publicly now: we are always in favour of anything that benefits the Armenian people, and you can always rely on it.
As for economic cooperation, it continues to develop at a solid pace. Trade reached approximately $11 billion the year before last, and amounted to $6.4 billion in 2025. <...>
We observe that there is an ongoing discussion in Armenia concerning the development of relations with the European Union. We remain entirely calm about this, understanding that each nation endeavours to maximise the advantages of cooperation with third countries. However, this must be transparent and articulated honestly, in advance, as it were, “on the shore,” beforehand.
Simultaneous membership in the Customs Union with the European Union and the #EAEU is impossible; it is simply untenable by definition. The issue is not even a political one; it is purely economic. <...>
There are also numerous other issues today, at this present moment. Perhaps years will pass, and we – the EAEU and the European Union – I hope this will eventually be the case, given that we reside on the same continent – will be able to resolve them. <...>
Now, regarding energy. I hope the situation will improve there as well. However, currently, as you are aware, energy prices, gas prices, for instance, in Europe exceed 600 dollars per 1,000 cubic metres, whereas Russia provides gas to Armenia at 177.5 per 1,000 cubic metres. The disparity is vast, the difference is substantial. <...>
Now, turning to security issues. Of course, the most sensitive issue to this day – and we recognise this, we discuss it often – is everything relating to #Karabakh. <...> But I think it is also clear that, after you recognised Karabakh as part of Azerbaijan in Prague in 2022, it simply became wholly inappropriate for the #CSTO to become involved in a process that had taken on an intra-Azerbaijani dimension. <...>
Incidentally, thanks to your efforts and those of the President of Azerbaijan, I believe you have now managed to stabilise relations. The US President has played an active role in this, and I understand transport links are being unfrozen, and so on. But I think we also need to draw a line under this matter. And it would be better if this did not become entangled in the domestic political process, especially during an election campaign.
<...>
Let me say again that, whatever happens, we in Russia will always be guided by what is best for the Armenian people. I have said this to you before, and I want to emphasise it once again.
🤝 And I would like to express my hope that, regardless of the outcome of the elections in Armenia, our shared commitment to building and strengthening #RussiaArmenia ties will continue.
Thank you.
Armenian PM Pashinyan Clashes with Passenger over Karabakh in Yerevan Metro
Armenian Prime Minister Nikol Pashinyan argued with a Karabakh resident in Yerevan metro, accused of surrendering the region to Azerbaijan. Pashinyan defended government efforts to preserve Karabakh’s population, citing significant budget allocations. He urged not to blame him for betrayal: “Why didn’t you stay? Don’t say I surrendered Karabakh.” This incident highlights ongoing tensions over the disputed region’s future.
#Armenia#Karabakh#Pashinyan#InternationalNews
The main news of Russia and the world ishere.
🇷🇺🇦🇲 On April 1, President Vladimir Putin held talks at the Kremlin with Prime Minister of the Republic of Armenia Nikol Pashinyan, who arrived in Moscow on a working visit.
💬 President of Russia Vladimir Putin: Mr Pashinyan, friends,
We are delighted to welcome you in Moscow. Thank you very much for accepting our invitation and coming here.
We can see that domestic political processes in Armenia are gaining momentum, with elections approaching. In this context, I would like to emphasise several key points: such processes often become more intense during election campaigns, as is the case not only in Armenia, I believe, but also in Russia and other countries. However, this escalation must not be allowed to affect relations between Russia and Armenia.
We have discussed this many times. Russia and Armenia have special relationships which have evolved over centuries rather than decades. We are united by our common history as well as our cooperation to solve the challenges that we faced in years past. Crucially, we are also united by civilizational affinity. I have already told you this privately before, and I can say it publicly now: we are always in favour of anything that benefits the Armenian people, and you can always rely on it.
As for economic cooperation, it continues to develop at a solid pace. Trade reached approximately $11 billion the year before last, and amounted to $6.4 billion in 2025. <...>
We observe that there is an ongoing discussion in Armenia concerning the development of relations with the European Union. We remain entirely calm about this, understanding that each nation endeavours to maximise the advantages of cooperation with third countries. However, this must be transparent and articulated honestly, in advance, as it were, “on the shore,” beforehand.
Simultaneous membership in the Customs Union with the European Union and the #EAEU is impossible; it is simply untenable by definition. The issue is not even a political one; it is purely economic. <...>
There are also numerous other issues today, at this present moment. Perhaps years will pass, and we – the EAEU and the European Union – I hope this will eventually be the case, given that we reside on the same continent – will be able to resolve them. <...>
Now, regarding energy. I hope the situation will improve there as well. However, currently, as you are aware, energy prices, gas prices, for instance, in Europe exceed 600 dollars per 1,000 cubic metres, whereas Russia provides gas to Armenia at 177.5 per 1,000 cubic metres. The disparity is vast, the difference is substantial. <...>
Now, turning to security issues. Of course, the most sensitive issue to this day – and we recognise this, we discuss it often – is everything relating to #Karabakh. <...> But I think it is also clear that, after you recognised Karabakh as part of Azerbaijan in Prague in 2022, it simply became wholly inappropriate for the #CSTO to become involved in a process that had taken on an intra-Azerbaijani dimension. <...>
Incidentally, thanks to your efforts and those of the President of Azerbaijan, I believe you have now managed to stabilise relations. The US President has played an active role in this, and I understand transport links are being unfrozen, and so on. But I think we also need to draw a line under this matter. And it would be better if this did not become entangled in the domestic political process, especially during an election campaign.
<...>
Let me say again that, whatever happens, we in Russia will always be guided by what is best for the Armenian people. I have said this to you before, and I want to emphasise it once again.
🤝 And I would like to express my hope that, regardless of the outcome of the elections in Armenia, our shared commitment to building and strengthening #RussiaArmenia ties will continue.
Thank you.
⚡️Советую евродепутатам, голосовавшим за предвзятую резолюцию против #Азербайджан’а, посмотреть мой фильм про разрушенную церковь в Ходжавенде. Сразу становится ясно, как #Армения за годы оккупации разрушила не только мусульманское, но и христианское наследие в #Карабах’е👇
https://youtu.be/cyacJfkSEiA
💡 I advise the MEPs who voted for the biased resolution against #Azerbaijan to watch my film about the destroyed church in Khojavend. It immediately becomes clear how during the years of occupation #Armenia destroyed not only the Muslim, but also the Christian heritage in #Karabakh👇
https://youtu.be/cyacJfkSEiA
🇦🇿#Aghdam before and after the #armenian occupation!
Imaret complex of the #Karabakh khans in #Azerbaijan’s Aghdam district had been vandalized by the Armenians
«What’s happened in #Karabakh is a part of global justice» - world famous photographer Reza Deghati
#KarabakhisAzerbaijan#Shusha#RezaDeghati#Azerbaijan#Armenia