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[Перевод] Разметка данных в 2023 году: текущие тренды и требования будущего

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Разметка данных и/или аннотирование данных уже давно являются критически важным компонентом многих проектов машинного обучения и ИИ. В последние годы спрос на точную и надёжную разметку данных существенно вырос, ведь этот процесс становится всё более насущным для успеха множества проектов. Что же такое разметка данных? Как она повлияет на бизнесы? На какие тренды стоит обратить внимание, потому что они сформируют образ будущего разметки данных? В своём посте мы исследуем эти вопросы, чтобы лучше понимать, в каком направлении будет двигаться технология в ближайшие несколько лет.

Спрос на инструменты аннотирования данных на рынке в основном формируется следующими тремя факторами:

1. Инструменты автоматизированной разметки данных и рост применения облачных вычислительных ресурсов.

2. Компании всё активнее используют инструменты аннотирования данных для точной разметки больших объёмов обучающих ИИ данных.

3. Увеличение инвестиций в технологии беспилотного вождения, рост потребности в качественно аннотированных данных для совершенствования беспилотных моделей машинного обучения.

В процессе развития цифрового мира в 21-м веке ожидается, что аннотирование данных совершит большой шаг вперёд и станет ещё более интегрированным. Одним из важнейших факторов, лежащих в основе таких модификаций, стало развитие обработки цифровых изображений и мобильных устройств.

Где и зачем используется аннотирование данных?


1. Повышение уровня удовлетворённости клиента в сфере цифровой торговли.

2. Верификация документов и взаимодействие с клиентом в реальном времени в банковской, финансовой и страховой сферах.

3. Парсинг характеристик неструктурированных и накопленных датасетов для исследовательских задач.

4. Мониторинг и курирование контента соцсетей, выявление недопустимого контента.

5. Мониторинг посевов, оценка состояния почвы и другие задачи в сельскохозяйственном секторе.

На тенденции аннотирования данных влияют различные факторы, однако этот список неполон.

Кроме того, все бизнес-платформы сталкиваются с феноменальным ростом объёмов цифрового контента Из-за этого данные о массовых пользователях необходимо передавать через широкий спектр цифровых каналов. Аннотируя данные, бизнесы могут полностью использовать преимущества онлайн-контента, извлекать выгоду и привлекать новых покупателей.

Большинство компаний внедряет архитектуру, направленную на обработку данных. Мышление и архитектура, направленные на обработку данных, являются неотъемлемой частью развёртывания и обслуживания эффективной корпоративной архитектуры. Следовательно, выполняющие разметку данных работники должны быть специалистами, а компаниям следует изучить варианты автоматизированной разметки.

В дополнение к совершенствованию систем IoT, машинного обучения, глубокого обучения, робототехники, предиктивной аналитики, систем выявления мошенничества и систем рекомендаций проекты ИИ требуют высокоэффективных данных. Наверно, это самый важный фактор, приводящий к прорывам в разметке данных.

Текущее состояние рынка разметки данных для ИИ


Сегодня рынок разметки данных находится в переходном состоянии.

Вкратце текущее состояние рынка разметки данных для ИИ можно описать так:

1. По данным исследований, к 2028 году мировой рынок аннотирования данных будет иметь объём $8,22 миллиарда. Кроме того, ожидается, что до 2030 года мировой рынок услуг по аннотированию данных будет расти с CAGR 26,6%, а к 2030 году будет стоить $5,3 миллиарда.

2. Существует рост спроса на размеченные данные, который обогнал традиционное предложение ручной разметки, требующей больших трудозатрат.

3. В ответ на этот спрос появилось множество новых сервисов разметки данных, для ускорения процесса разметки использующих автоматизацию.

4. Эти сервисы пока находятся на ранних этапах развития, и нам остаётся наблюдать, как они эволюционируют со временем.

Зарождающиеся тренды будущего разметки данных


Так как всё большему количеству бизнесов для принятия обоснованных решений требуются точные и актуальные датасеты, спрос на сервисы разметки данных растёт. Это особенно справедливо для сферы машинного обучения, где размеченные данные используются для обучения алгоритмов.

В сфере разметки данных появилось несколько ключевых трендов, которые существенно повлияют на будущий спрос на такие сервисы.

Во-первых, существует тренд на усложнение датасетов

С усложнением машинного обучения размечаемые датасеты становятся всё более сложными. Это создаёт увеличенный спрос на разметчиков-специалистов, способных понимать нюансы данных и применять соответствующие метки.

Во-вторых, существует тренд на разметку в реальном времени.

Сегодня во многих случаях необходимо размечать данные по мере их сбора, чтобы алгоритмы могли обучаться на них в реальном времени. Это требует от разметчиков повышенной эффективности и точности, потому что они не могут позволить совершать ошибки, способные повлиять на результаты процесса обучения.

В-третьих, существует тренд на автоматизированную разметку.

В некоторых случаях возможно использовать алгоритмы для автоматической разметки датасетов. Однако такое решение не всегда надёжно, а для повышения точности часто требует вмешательства человека. Поэтому автоматическая разметка, скорее всего, будет в будущем дополнением, а не заменой традиционной разметки живыми людьми.

Ведущие технологические тренды, которые повлияют на ИИ


С учётом результатов одной из исследовательских работ Gartner мы прогнозируем серьёзные возможности роста отрасли аннотирования данных, а также обновлённые технологические тренды, которые повлияют на её текущий формат.

ИИ: балансировка доверия, рисков и безопасности

Надёжность, объективность, безопасность и конфиденциальность модели необходимо обеспечивать при помощи расширения возможностей команд разработки. В результате этого к 2026 году одобрение пользователями и требования к корпоративным целям вырастут на 50%.

Построение цифровой иммунной системы

Эффективная стратегия позволит снизить риски, повысить удобство для пользователей и клиентов, а также сделает бизнес устойчивее к неудачам. К 2025 году инвестиции в цифровую иммунную систему приведут к сокращению времени простоя на 80%, что повысит уровень удовлетворенности потребителей.

Платформы для отраслевых облачных вычислений

С помощью отраслевых облачных платформ организации смогут решать наиболее актуальные проблемы и задачи в своей отрасли. К 2027 году более половины современных организаций будут использовать специализированные отраслевые облачные платформы.

Проектирование платформ

В последние годы передовые компании начали создавать операционные платформы, находящиеся между пользователями и используемыми ими вспомогательными сервисами. Предполагается, что к 2026 году 80% фирм по разработке программного обеспечения будут создавать платформы для предоставления многократно используемых сервисов, компонентов и инструментов.

Адаптивный искусственный интеллект

Благодаря использованию ИИ можно достигнуть возможности создавать, развертывать и адаптировать искусственный интеллект, а также управлять им в различных организационных контекстах. Помимо того, что компании могут показывать результаты как минимум на 25% лучше, чем у их конкурентов, методики инжиниринга искусственного интеллекта помогут им разрабатывать адаптивные системы.

Метавселенная

При помощи использования метавселенных компании ищут способы повышения вовлечённости сотрудников, их сотрудничества и согласованности. К 2027 году большинство крупных компаний будут использовать для повышения прибыли Web3, пространственные вычисления (spatial computing) и цифровых двойников.

Потенциал беспроводных технологий

Путем интеграции различных беспроводных технологий можно создать более надежный, масштабируемый и экономичный базис, требующий меньших капиталовложений. Спустя три года 50% беспроводных конечных точек бизнесов будут использовать сетевые сервисы не для коммуникаций.

С каждым из современных отраслевых трендов связаны как возможности, так и риски. При разработке технологического плана своего проекта ИИ важно учитывать значимость качественного аннотированного датасета для достижения целей вашего проекта.

Ключевые моменты, которые ускорят развитие отрасли разметки данных


1. Ожидается, что в течение следующих нескольких лет отрасль разметки данных будет расти экспоненциально.

2. Этот рост будет вызван стремлением к более точной и надёжной разметке данных.

3. Сервисы разметки данных станут более сложными и эффективными.

4. Спрос на сервисы разметки данных продолжит расти, потому что бизнесы при принятии решений всё больше станут полагаться на данные.

Источник

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    Don’t be deceived by different testimonies online that is most likely wrong. I have made use of several recovery options that got me disappointed at the end of the day but I must confess that the tech genius I eventually found is the best out here. It’s better you devise your time to find the valid professional that can help you recover your stolen or lost crypto such as bitcoins rather than falling victim of other amateur hackers that cannot get the job done. ADAMWILSON . TRADING @ CONSULTANT COM / WHATSAPP ; +1 (603) 702 ( 4335 ) is the most reliable and authentic blockchain tech expert you can work with to recover what you lost to scammers. They helped me get back on my feet and I’m very grateful for that. Contact their email today to recover your lost coins ASAP…

  • 11.10.25 10:44 Tonerdomark

    A thief took my Dogecoin and wrecked my life. Then Mr. Sylvester stepped in and changed everything. He got back €211,000 for me, every single cent of my gains. His calm confidence and strong tech skills rebuilt my trust. Thanks to him, I recovered my cash with no issues. After months of stress, I felt huge relief. I had full faith in him. If a scam stole your money, reach out to him today at { yt7cracker@gmail . com } His help sparked my full turnaround.

  • 12.10.25 01:12 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

  • 12.10.25 01:12 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

  • 12.10.25 19:53 Tonerdomark

    A crook swiped my Dogecoin. It ruined my whole world. Then Mr. Sylvester showed up. He fixed it all. He pulled back €211,000 for me. Not one cent missing from my profits. His steady cool and sharp tech know-how won back my trust. I got my money smooth and sound. After endless worry, relief hit me hard. I trusted him completely. Lost cash to a scam? Hit him up now at { yt7cracker@gmail . com }. His aid turned my life around. WhatsApp at +1 512 577 7957.

  • 12.10.25 21:36 blessing

    Writing this review is a joy. Marie has provided excellent service ever since I started working with her in early 2018. I was worried I wouldn't be able to get my coins back after they were stolen by hackers. I had no idea where to begin, therefore it was a nightmare for me. However, things became easier for me after my friend sent me to [email protected] and +1 7127594675 on WhatsApp. I'm happy that she was able to retrieve my bitcoin so that I could resume trading.

  • 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

  • 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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