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[Перевод] Синтетика против реальных данных. Почему Tesla и NVIDIA выбирают разные пути для обучения ИИ-систем?

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Беспилотные автомобили и гуманоидные роботы, способные ходить, разговаривать и работать бок о бок с людьми, — это лишь два примера того, как искусственный интеллект может изменить мир в ближайшем будущем.

Однако для того, чтобы эти физические ИИ-инструменты и приложения могли работать безопасно и эффективно, им необходимо научиться понимать окружающий мир.

Дисклеймер: это вольный перевод колонки издания Forbes, которую написал Бернард Марр. Перевод подготовила редакция «Технократии». Чтобы не пропустить анонс новых материалов подпишитесь на «Голос Технократии» — мы регулярно рассказываем о новостях про AI, LLM и RAG, а также делимся полезными мастридами и актуальными событиями.

Обсудить пилот или задать вопрос об LLM можно здесь.

На выставке Consumer Electronics Show в Лас-Вегасе в этом году NVIDIA анонсировала запуск своей платформы Cosmos, предназначенной для ускорения разработки физических ИИ-систем.

Cosmos, названная «моментом ChatGPT для робототехники», способна генерировать огромные объемы синтетических данных. Эти данные, несмотря на то что они искусственно созданы, достаточно близки к реальному миру, чтобы роботы, автомобили с автопилотом и другие физические ИИ-алгоритмы могли на них обучаться.

Тем не менее, некоторые считают, что никакое количество синтетических данных не сможет полностью смоделировать все реальные ситуации, к которым машины должны быть готовы. Поэтому, например, Tesla уже много лет собирает данные с реальных условий с помощью своих автомобилей, оснащенных сенсорами. Генеральный директор компании Илон Маск написал в Twitter: «Два источника данных имеют бесконечный масштаб: синтетические данные, у которых есть проблема «а правда ли это?» и реальное видео, которой этой проблемы не имеет».

Аргумент заключается в том, что синтетические данные лишены хаотичной непредсказуемости и сложности реального мира, а это критически важно для создания комплексных и безопасных ИИ-систем. Давайте рассмотрим это более подробно.

Синтетические данные vs реальные данные

В системах автономного вождения визуальные данные (изображения) используются для обучения алгоритмов, которые определяют, как автомобили будут реагировать на различные условия и ситуации на дороге. Эти данные могут быть получены с помощью камер, установленных на автомобилях (реальные данные). Также они могут быть сгенерированы ИИ-алгоритмами в соответствии с правилами, изученными на основе реальных данных (синтетические данные).

У каждого из этих методов есть свои плюсы и минусы.

Синтетические данные зачастую можно собрать гораздо быстрее и дешевле, чем реальные. Для этого не нужно выходить на улицу и собирать данные вручную — их просто генерируют машины.

Это также может иметь преимущества с точки зрения безопасности. Тестирование беспилотных автомобилей на дорогах, например, всегда сопряжено с определенным риском, который можно полностью устранить, если поездки просто симулировать.

Ситуации, окружение и многие другие переменные можно также настроить, вместо того чтобы ждать, когда появятся идеальные условия для сбора данных в реальном мире. Например, исследователи могут смоделировать редкие погодные явления, протестировать автономные автомобили в опасных сценариях или смоделировать сложные производственные дефекты без реальных рисков или задержек.

Кроме того, создание синтетических данных может снизить или полностью исключить вопросы, связанные с конфиденциальностью и защитой данных, которые могут возникнуть при сборе реальных данных. Так, например, нет риска того, что конфиденциальные персональные данные могут быть случайно сохранены или скомпрометированы.

Это может произойти при сборе реальных данных. Например, номера автомобилей, зафиксированные камерами автономных автомобилей, могут быть связаны с их владельцем и использованы для идентификации и отслеживания.

Реальные данные, с другой стороны, как указывает Маск, имеют неоспоримое преимущество в своей аутентичности. Хаотичное и непредсказуемое поведение людей, которое сложно сгенерировать искусственно, скорее всего, будет учтено в реальных данных.

Регулирование также может стать проблемой.

Законы в области ИИ развиваются быстро, и вполне возможно, что регуляторы в какой-то момент потребуют, чтобы определённые модели или приложения обучались на реальных данных, или даже в некоторых юрисдикциях, по соображениям безопасности.

Взвешивание вариантов

На самом деле как реальные, так и синтетические данные, вероятно, окажутся крайне важными для обучения следующего поколения физических ИИ-автомобилей и роботов.

Каждый из методов имеет свои уникальные преимущества и вызовы, и наиболее успешным, вероятно, будет гибридный подход.

Задача состоит в том, чтобы определить, какой тип данных наиболее подходящий для конкретных случаев использования. Например, синтетические данные могут быть более полезны для задач или приложений, связанных с обработкой чувствительной информации или работой в опасных условиях.

С другой стороны, реальные данные могут быть предпочтительны для учёта динамичного человеческого поведения или для ситуаций, где возможны неожиданные хаотичные события.

Это означает, что ИИ-проекты, которые выберут сбалансированный подход, возглавляемый специалистами, понимающими, как синтетическая и реальная информация могут дополнять друг друга, а не конкурировать, с большей вероятностью создадут реальную бизнес-ценность.

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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

  • 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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