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«Кукбуки» и руководства по разработке LLM

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Мы в MWS запустили агрегатор язковых моделей, в котором можно работать с несколькими LLM через единый интерфейс. В MWS GPT доступны: собственные модели МТС, внешние модели, такие как DeepSeek, или модели самого заказчика. Через API эти модели легко подключить к любой корпоративной системе или чат-боту.

А ещё собрали материалы для разработчиков и дата-сайентистов, желающих прокачать навыки в сфере машинного обучения и развития больших языковых моделей. Здесь вы найдете основное — от базовых руководств до научных справочников.

От разработчиков разработчикам

OpenCoder представляет собой семейство открытых LLM, заточенных под написание кода. Авторы проекта — это компания-разработчик систем ИИ INF, а также исследовательское сообщество Multimodal Art Projection (M-A-P). Они выпустили OpenCoder, чтобы обогатить нишу опенсорсных моделей, способных работать с кодом и пригодных для проведения научных исследований.

Что интересно, разработчики передали в open source не только весовые коэффициенты и обучающие данные, но и пайплайн их обработки с результатами экспериментов. Эти процессы описаны в научной работе.

Руководство охватывает все этапы проектирования LLM, включая сбор данных из GitHub и веб-архива Common Crawl для предварительного обучения, а также удаление из выборки материалов, защищенных авторским правом, и персональных данных. Отдельное внимание разработчики уделили «балансировке» наборов данных за счет фильтрации кода на языках вроде Java и HTML.

Есть раздел и по обучению модели, включающий выбор архитектуры и методов оптимизации. Так, авторы обучали OpenCoder на наборе данных, включающем темы из теоретической информатики — алгоритмы, структуры данных и принципы работы сети. Только после этого модель тренировали на примерах кода с GitHub.

Предоставленный разработчиками «кукбук» подойдет для тех, кто экспериментирует с обучением моделей.

От студента для студентов

«LLM Cookbook» — руководство по разработке больших языковых моделей, которое развивает студент Бостонского университета. Информация систематизирована в репозитории на GitHub и включает как наработки автора, так и инструкции с ресурсов вроде Hugging Face. Развёртывание LLM локально и в облаке, нюансы тонкой настройки, запуск в качестве RESTful-сервиса — для всего этого есть своя страничка с примерами кода. Можно найти как базовые инструкции, например, как настроить модель для обработки собственного набора данных, так и более продвинутые — про способы увеличить эффективность обучения LLM на одном графическом процессоре.

Автор начал наполнять репозиторий в этом году, поэтому многие темы не раскрыты до конца. В перспективе он планирует включить подразделы, посвящённые увеличению эффективности инференса для LLM, бенчмаркингу и добавить разбор практических кейсов. В целом автор открыт для сотрудничества с сообществом и приглашает поучаствовать в наполнении «кукбука» всех желающих.

Программирование LLM для разработчиков

В руководстве «Hands on introduction to LLM programming for developers» автор разбирает основные концепции машинного обучения — что такое эмбеддинги, токены, температура, и приводит примеры настройки и использования LLM в различных задачах. Пособие написано простым языком, поэтому будет полезно тем, кто только погружается в тему машинного обучения.

«Кукбук» охватывает настройку среды разработки, использование API для запросов к LLM, проектирование и уточнение промптов, обработку выходных данных модели и интеграцию возможностей LLM в приложения. Также автор объясняет, как использовать фреймворк LangChain для написания кода и анализировать содержимое документов с помощью Retrieval Augmented Generation (RAG).

К руководству прилагается Python Notebook с кодом, который лежит на GitHub.

«Кукбук» от Hugging Face

«Open-Source AI Cookbook» — руководство, опубликованное на Hugging Face, содержит инструкции по разработке LLM продвинутого уровня и будет полезно опытным специалистам. Кукбук охватывает различные сферы — в частности, обработку естественного языка, компьютерное зрение, а также содержит инструкции по развёртыванию моделей, оптимизации производительности и эффективному использованию наборов данных. Например, одна из инструкций посвящена анализу художественных стилей с применением мультимодальных эмбеддингов.

В то же время авторы «кукбука» предлагают всем желающим поучаствовать в развитии проекта. Можно предложить идею для инструкции, прислать готовый ноутбук с практическим примером или улучшить существующие руководства.

Руководство для учёных

Руководство будет полезно учёным, желающим использовать системы ИИ в своих исследованиях. Авторы «кукбука» — междисциплинарная команда NASA Impact, которая проектирует технологии для поддержки научных и прикладных разработок.

В подразделах руководства рассматриваются ответственное использование систем ИИ в науке, популярные LLM и их особенности, методы внедрения моделей в исследования, например, retrieval-augmented generation (RAG) и промпт-инжиниринг. Также в «кукбуке» можно найти примеры оптимизации исследовательских процессов с помощью LLM. Например, с помощью фреймворка LangChain авторы разработали приложение для поиска данных научных исследований.

Генеративные возможности LLM (фреймворк)

Это руководство для программной генерации шаблонов данных, которые позволяют улучшить возможности больших языковых моделей. Его авторы — учёные из Стэнфордского университета — стремились разработать решение для тонкой настройки моделей и избежать проблем, присущих наборам данных, сформированным вручную или с помощью LLM (в частности, связанных с персональными данными).

Исследователи подробно описали процесс разработки фреймворка, поэтому все желающие могут использовать его как ориентир для подготовки собственных обучающих датасетов. В основе фреймворка лежит формирование наборов данных в виде функций Python. Для повышения эффективности при решении нескольких задач фреймворк объединяет данные из разных наборов. Это делается с помощью оптимизационного алгоритма, который оценивает точность каждой модели применительно к последующим задачам.

Также авторы приводят примеры сводов для различных задач — ответов на вопросы, сопоставления сущностей и логических рассуждений модели. Кроме того, в руководстве показано, как автоматизировать разработку шаблонов с помощью GPT-4. Материал относительно новый. Тем не менее сами авторы отмечают, что тонкая настройка на данных, сгенерированных в рамках этого фреймворка, способна улучшить производительность LLM более чем на 52 пункта.

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    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 13.10.25 01:11 elizabethrush89

    God bless Capital Crypto Recover Services for the marvelous work you did in my life, I have learned the hard way that even the most sensible investors can fall victim to scams. When my USD was stolen, for anyone who has fallen victim to one of the bitcoin binary investment scams that are currently ongoing, I felt betrayal and upset. But then I was reading a post on site when I saw a testimony of Wendy Taylor online who recommended that Capital Crypto Recovery has helped her recover scammed funds within 24 hours. after reaching out to this cyber security firm that was able to help me recover my stolen digital assets and bitcoin. I’m genuinely blown away by their amazing service and professionalism. I never imagined I’d be able to get my money back until I complained to Capital Crypto Recovery Services about my difficulties and gave all of the necessary paperwork. I was astounded that it took them 12 hours to reclaim my stolen money back. Without a doubt, my USDT assets were successfully recovered from the scam platform, Thank you so much Sir, I strongly recommend Capital Crypto Recover for any of your bitcoin recovery, digital funds recovery, hacking, and cybersecurity concerns. You reach them Call/Text Number +1 (336)390-6684 His Email: [email protected] Contact Telegram: @Capitalcryptorecover Via Contact: [email protected] His website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 01:15 tyleradams

    Hi. Please be wise, do not make the same mistake I had made in the past, I was a victim of bitcoin scam, I saw a glamorous review showering praises and marketing an investment firm, I reached out to them on what their contracts are, and I invested $28,000, which I was promised to get my first 15% profit in weeks, when it’s time to get my profits, I got to know the company was bogus, they kept asking me to invest more and I ran out of patience then requested to have my money back, they refused to answer nor refund my funds, not until a friend of mine introduced me to the NVIDIA TECH HACKERS, so I reached out and after tabling my complaints, they were swift to action and within 36 hours I got back my funds with the due profit. I couldn’t contain the joy in me. I urge you guys to reach out to NVIDIA TECH HACKERS on their email: [email protected]

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 14.10.25 08:46 robertalfred175

    CRYPTO SCAM RECOVERY SUCCESSFUL – A TESTIMONIAL OF LOST PASSWORD TO YOUR DIGITAL WALLET BACK. My name is Robert Alfred, Am from Australia. I’m sharing my experience in the hope that it helps others who have been victims of crypto scams. A few months ago, I fell victim to a fraudulent crypto investment scheme linked to a broker company. I had invested heavily during a time when Bitcoin prices were rising, thinking it was a good opportunity. Unfortunately, I was scammed out of $120,000 AUD and the broker denied me access to my digital wallet and assets. It was a devastating experience that caused many sleepless nights. Crypto scams are increasingly common and often involve fake trading platforms, phishing attacks, and misleading investment opportunities. In my desperation, a friend from the crypto community recommended Capital Crypto Recovery Service, known for helping victims recover lost or stolen funds. After doing some research and reading multiple positive reviews, I reached out to Capital Crypto Recovery. I provided all the necessary information—wallet addresses, transaction history, and communication logs. Their expert team responded immediately and began investigating. Using advanced blockchain tracking techniques, they were able to trace the stolen Dogecoin, identify the scammer’s wallet, and coordinate with relevant authorities to freeze the funds before they could be moved. Incredibly, within 24 hours, Capital Crypto Recovery successfully recovered the majority of my stolen crypto assets. I was beyond relieved and truly grateful. Their professionalism, transparency, and constant communication throughout the process gave me hope during a very difficult time. If you’ve been a victim of a crypto scam, I highly recommend them with full confidence contacting: 📧 Email: [email protected] 📱 Telegram: @Capitalcryptorecover Contact: [email protected] 📞 Call/Text: +1 (336) 390-6684 🌐 Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 18:07 crypto

    Cryptocurrency's digital realm presents many opportunities, but it also conceals complex frauds. It is quite painful to lose your cryptocurrency to scam. You can feel harassed and lost as a result. If you have been the victim of a cryptocurrency scam, this guide explains what to do ASAP. Following these procedures will help you avoid further issues or get your money back. Communication with Marie ([email protected] and WhatsApp: +1 7127594675) can make all the difference.

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

  • 15.10.25 21:52 harristhomas7376

    "In the crypto world, this is great news I want to share. Last year, I fell victim to a scam disguised as a safe investment option. I have invested in crypto trading platforms for about 10yrs thinking I was ensuring myself a retirement income, only to find that all my assets were either frozen, I believed my assets were secure — until I discovered that my BTC funds had been frozen and withdrawals were impossible. It was a devastating moment when I realized I had been scammed, and I thought my Bitcoin was gone forever, Everything changed when a close friend recommended the Capital Crypto Recover Service. Their professionalism, expertise, and dedication enabled me to recover my lost Bitcoin funds back — more than €560.000 DEM to my BTC wallet. What once felt impossible became a reality thanks to their support. If you have lost Bitcoin through scams, hacking, failed withdrawals, or similar challenges, don’t lose hope. I strongly recommend Capital Crypto Recover Service to anyone seeking a reliable and effective solution for recovering any wallet assets. They have a proven track record of successful reputation in recovering lost password assets for their clients and can help you navigate the process of recovering your funds. Don’t let scammers get away with your hard-earned money – contact Email: [email protected] Phone CALL/Text Number: +1 (336) 390-6684 Contact: [email protected] Website: https://recovercapital.wixsite.com/capital-crypto-rec-1

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