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Изходен канал @clockstackwheels · Post #851 · 2.08

Впервые использовал нейросетку для реальной практической пользы в коммерческом заказе. У заказчика есть база данных, куда информация вносится кое-как. Представьте, что вы составляете каталог, например, книг, и в базе данных предусмотрены поля: "Автор книги", "Название книги", "Число страниц" и ещё десяток других полей с информацией. Но заполняют эту базу другие люди, которых вы не контролируете, поэтому информация может случайным образом лежать в любом произвольном поле, быть введена с ошибками, опечатками и так далее. В реальном заказе были не книги, я просто привожу пример такой же задачи. Вот как это может выглядеть: 1. В поле "Автор" написано "Лондон, Дж. Белый Клык", поле "Название" при этом пустое. 2. В поле "Название" написано "150-страничный сборник рецептов", поле "Число страниц" пустое 3. В поле "Название" написано "джеклондон мартин иден", поле с автором пустое 4. В поле "Автор" написано "150-стр.3изд,доп.перераб инструкция по пользованию подстанциями типа ТП-13, М.Васильев москва 98" ...и так далее. А нужно искать нормально по автору, названию, числу страниц, городу и году издания. Никакими прямыми алгоритмами это не берётся: регулярки, поиск по ключевым словам, морфология, нечёткая логика — всё это либо даёт много ложноположительных результатов, либо (если подкрутить пороговые значения) вообще перестаёт искать. И вот тут в какой-то момент мы решили попробовать запрашивать через API GPT. Нейросетке задаётся следующий промт: "Есть следующая информация: «150-страничный роман джеклондон мартин иден». Если здесь есть то, что похоже на имя автора книги, напиши мне его, иначе ответь null". И, надо сказать, даже 3.5 справляется с этой работой очень хорошо. Получилось сравнительно без ошибок разметить около 80% данных (остальные с ошибками даже после нейросетки). Но, важный нюанс. Сначала мы пытались поймать все данные одним запросом: "GPT, выведи мне JSON, в котором есть автор, название, число страниц...", но тесты показали, что значительно эффективнее будет отдельно спросить 5 раз про 5 разных типов данных. Да, это расходует больше токенов, но они и так сравнительно дёшевы. Кстати, API у OpenAI безбожно глючит даже на платном тарифе. Обещанных 3500 запросов в минуту нет даже приблизительно. По факту удаётся отправлять около 200-300 запросов в минуту, потом оно вываливается в таймауты или ошибку 429, нужно делать какие-то умные паузы, ждать итд. Над этим всем пришлось повозиться, зато результат вполне ощутимый. #dev

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Egountchi Behanzin Officiel

@egountchibehanzinOfficiel · Post #6920 · 04.08.2024 г., 22:15

Terrorism: From now on, an African who supports Ukraine 🇺🇦, who itself supports terrorist groups in Africa and Mali 🇲🇱, is considered an enemy for the liberation of Africa. From now on, Ukraine is officially the enemy of Africa, and the pan-African community. We will effectively treat his case as we do with their ally France on African lands. Case to follow! Any act of mercy towards Ukraine 🇺🇦 on African lands is equivalent to cruelty towards the African. #Understand Who Can Take Ukraine down! At the bottom of the USA 🇺🇸! Low down with the African Union! Slow the complicit African states! The Revolution is on the Move ✊🏾 @egountchibehanzinTV

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@PensivePost · Post #5265 · 03.06.2021 г., 21:12

If you knew me, This is what would you'd really find; I'm scared, I'm filled with so much hate. You tell me to pick myself up, but it's too late! Dark is the only light in sight, Slowly killing me, Destroying me piece by piece. I've lost myself completely, Insecurities echo in my dreams, Yearning to be set free. It's fingers reach out, Dragging me deeper, Dragging me straight back to hell. I'm sorry, I'm sorry I'm a bad person. I hate myself too, I've never been good enough, Not to myself and probably not to anyone. I think I've had enough... I wish you'd understand. You don't understand. You'll never understand. #review#no#one#understand#me

Business Lessons™

@business_idea4 · Post #4733 · 27.01.2026 г., 17:26

Here are 5 key takeaways from the book "STRATEGIZE TO WIN" - 1. #Know your strengths and weaknesses. This is the foundation of any successful strategy. Once you know what you're good at and what you're not so good at, you can start to build a strategy that plays to your strengths and minimizes your weaknesses. 2. #Set clear goals. What do you want to achieve? What are your long-term and short-term goals? Once you know what you want to achieve, you can start to develop a strategy to get there. 3. #Understand your competition. Who are your competitors? What are their strengths and weaknesses? What are their goals? Once you understand your competition, you can start to develop a strategy that will give you an edge. 4. #Be flexible. The world is constantly changing, so your strategy needs to be flexible enough to adapt to change. Be prepared to adjust your strategy as needed. 5. #Execute your strategy. This is the most important step of all. Once you have a strategy, you need to execute it. This means taking action and making sure that your strategy is working. Here are some additional key takeaways from the book: A. #Strategy is not a one-time event. It is an ongoing process that needs to be reviewed and updated regularly. B. #Strategy is not about perfection. It is about progress. You will never have a perfect strategy, but you can always improve your strategy by learning from your mistakes and by making adjustments as needed. C. #Strategy is about execution. It is not enough to have a good strategy. You also need to be able to execute your strategy effectively. I hope these key takeaways help you on your journey to strategizing to win. 💠Join 🔺 Share @Business_Idea4💠

MONEY SECRETS

@businessideas101 · Post #1247 · 14.06.2025 г., 06:23

Here are 5 key takeaways from the book "STRATEGIZE TO WIN" - 1. #Know your strengths and weaknesses. This is the foundation of any successful strategy. Once you know what you're good at and what you're not so good at, you can start to build a strategy that plays to your strengths and minimizes your weaknesses. 2. #Set clear goals. What do you want to achieve? What are your long-term and short-term goals? Once you know what you want to achieve, you can start to develop a strategy to get there. 3. #Understand your competition. Who are your competitors? What are their strengths and weaknesses? What are their goals? Once you understand your competition, you can start to develop a strategy that will give you an edge. 4. #Be flexible. The world is constantly changing, so your strategy needs to be flexible enough to adapt to change. Be prepared to adjust your strategy as needed. 5. #Execute your strategy. This is the most important step of all. Once you have a strategy, you need to execute it. This means taking action and making sure that your strategy is working. Here are some additional key takeaways from the book: A. #Strategy is not a one-time event. It is an ongoing process that needs to be reviewed and updated regularly. B. #Strategy is not about perfection. It is about progress. You will never have a perfect strategy, but you can always improve your strategy by learning from your mistakes and by making adjustments as needed. C. #Strategy is about execution. It is not enough to have a good strategy. You also need to be able to execute your strategy effectively. I hope these key takeaways help you on your journey to strategizing to win. Thank you for reading 📖