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Н Новости

Как проверять ИИ гипотезы быстро и дешево – гайд в CRISP-DM Light фреймворк

Делали ли вы работу в стол? Вопрос риторический…

Но больше, чем остальным это грустное чувство “проекта в стол” знакомо тем, кто занимается разработкой и внедрением ИИ решений: по статистике за 2024 год из них доходят до продакшена только от 15 до 30%

И большинство неудач здесь не из-за плохих моделей или технической сложности, а из-за несогласованных бизнес-потребностей.

Наши партнеры из Яндекса на CTO Conf-2025 презентовали новый фреймворк – CRISP-DM Light – он призван исправить эту ситуацию.

CRISP Light - Taste it!
CRISP Light - Taste it!

Для кого этот фреймворк?

На текущий день ничто не демократизировалось настолько сильно, как доступ бизнеса к технологиям искусственного интеллекта:

  • ИИ-ассистенты превращают одинокого разработчика в целый оркестр

  • Low-code, no-code решения открывают новые перспективы для не-инженерных ролей – бизнес-аналитиков, тестировщиков

  • Стоимость инференса GPT 3.5 за два года упала в 380 раз

Но эта демократичность избирательна и основными ее бенефициарами на текущий момент остаются энтерпрайз-компании. Среди компаний СМБ сектора адопшен технологий низкий – по собранной нами недавно статистике лишь у 13% организаций среднего и малого бизнеса в 2025 году автоматизирована хотя бы одна бизнес-функция за счет внедрения ИИ. Таким образом, и технологический, и экономический разрыв между секторами продолжает расти.

Ценность CRISP-DM Light фреймворк при этом представляет для обоих типов компаний – и для крупняка, и для середняков.

Энтерпрайзу он позволят добиться:

  • Сокращения времени на проверку гипотез и построения PoC

  • Сокращение затрат за счет минимизации ручного кодирования и сбора данных

  • Валидации ценности для бизнеса на самых начальных этапах проекта.

Помогает решить он и проблемы СМБ: почему они не внедряют ИИ? Потому что им все еще дорого:

  • Дорого содержать команду дата-инженеров

  • Дорого налаживать инфраструктуру хранения данных

  • Дорого ошибаться – зачастую у них только один выстрел.

Данный фреймворк для них – возможность отвалидировать несколько идей без риска остаться без штанов, приоритезировав для имплементации уже наиболее перспективную.

CRISP Light Framework
CRISP Light Framework

Суть фреймворка CRISP-DM Light

Он построен на базе хорошо известного CRISP-DM (Cross-Industry Standard Process for Data Mining), где этапы сбора данных и обучения модели были заменены альтернативными активностями. CRISP-DM Light ни в коем случае не призван заменить традиционный фреймворк – его применение ограничивается построением прототипов и концептов, а не production-ready решений, ключевая задача – ускорить и удешевить проверку гипотез.

Итак, давайте разберем CRISP-DM Light пошагово:

Шаг 1: Определение бизнес-целей, требований и ограничений

1.1 Проведите CustDev

  • Поговорите с ЛПР-ами? Поговорите с представителями конечных пользователей – четко определите какую проблему и как вы пытаетесь решить?

1.2 Подготовьте PRD (Product Requirements Doc)

  • Сформулируйте гипотезу, определите подход к ее проверке, определите метрики и критерии успешности.

Шаг 2: Моделирование через промтинг на LLM

2.1 Выберите подходящую модель

  • Используя бенчмарки, наилучшим образом отвечающие задаче, что вы пытаетесь решить, выберите лучшую модель из вам доступных

2.2 Используйте промтинг для разработки концепта решения

  • Задизайньте промт для проверки гипотезы и итеративно двигайтесь с использованием advanced техник, например: Chain-of-Thought (CoT), Self-Correction и т.д.

Шаг 3: Валидация

3.1 Используйте синтетические edge-кейсы для тестирования

  • Эмулируйте worst-case сценарии; определите, когда система фейлится; сгенерите с помощью LLM сложные синтетические, но реалистичные кейсы

3.2 Проверьте решение на соответствие метрикам

  • Выберите подходящие метрики, основываясь на изысканиях, что были проделаны на Шаге 1 при подготовке PRD; используйте недорогие методы валидации

Шаг 4: Проведите Демо для стейкхолдеров

Подготовьте минимально-необходимое демо для валидации результатов работы концепта решения (PoC) со стейколдерами:

  • Минимизируйте инвестирование: используйте low-code\no-code решения

  • Проработайте happy path сценарии и тестовые примеры для демонстрации ключевой ценности решения

Заключение

Используя CRISP-DM Light фреймворк вы сможете:

  • Делать более быстрые итерации: базовая проверка гипотез в течение нескольких дней, а не месяцев.

  • Делать дешевле: в рамках процесса тестирования гипотезы нет необходимости в предварительной проработке больших объемов данных и выстраивании хранилищ и ETL-пайплайнов.

  • Делать для бизнеса: фокусироваться на реальных проблемах людей, а не только на точности модели😉

Пробуйте, делитесь вашими результатами, рассказывайте о проблемах, с которыми сталкиваетесь, – так победим! 😊

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  • 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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