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Как меняется рынок и зачем нужны конференции по Ai

Привет, Хабр! Меня зовут Роман Поборчий, я член программного комитета AiConf Х, которая пройдет 26 сентября 2025 в Москве. Много лет занимался сбором и организацией разметки данных для машинного обучения — и с каждым годом убеждаюсь, что реальность всегда сложнее любых представлений о ней. Поэтому и конференции, на которых можно обсудить практические кейсы, современные подходы и новые вызовы особенно ценны для индустрии.

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В последние годы область искусственного интеллекта и машинного обучения развивается с бешеной скоростью. Но за хайпом и громкими заголовками часто теряются важные детали. Ведь основная работа не создать или обучить новую модель, а внедрить эти технологии в реальный бизнес, попутно решая проблемы на каждом этапе внедрения. Это и есть настоящая боль разработчика и бизнеса, которые необходимо закрывать. Поэтому мы не просто собираем программу из хороших докладов и воркшопов, а делаем целые треки связанных по смыслу материалов, чтобы комплексно раскрыть суть определенного подхода или проверенных практических кейсов. Строим программу AiConf Х 2025 как обучающую траекторию — стараемся дать зрителю «объёмную картинку».

  • Обсудим SOTA-подходы.

  • Посмотрим на перспективы развития этих подходов.

  • Разберём кейсы внедрения в продакшене, причём не только в интернет-бизнесах, но и в компаниях реального сектора.

  • Поймём, как собирать данные для обучения и контролировать их качество.

  • Заполируем каждую тему воркшопом.

Хотя мы и cоставляем программу так, чтобы материалы дополняли друг друга, всё-таки каждый доклад будет полезен и сам по себе. Но и все вместе они будут собираться в единую картину практических навыков.

Примеры кейсов на AiConf Х 2025

Мы очень ценим практические кейсы и собираем истории внедрения под каждую тему. Всей кейс проходят жёсткий фильтр. Их обязательно проверяют на предмет внедрения в продакшен. Нет никаких пет-проектов и студенческих исследований — только то, что доказало свою жизнеспособность. Это позволяет участникам конференции получить не только вдохновение, но и конкретные инструменты, которые можно применить в своей работе.

Сбор данных

Начну с секции, которая близка мне персонально. В прошлом я сам занимался разметкой данных, интерес к этой теме не угас, так что я хочу подсветить яркие материалы в этой сфере, которые буду на нашей конференции.

Доклад о том, как большие модели перехватывают всё более значительную часть человеческой работы в разметке прочитает Герман Ганус. Это будет также и теоретическая основа к мастер-классу «Человек и/или LLM в разметке данных: Практика гибридных решений 2025», где участников научат комбинировать работу нейросетей и человека.

Какие данные использовать для обучения LLM и как их правильно готовить расскажет Айнур Исрафилова. Это кейс из реальной практики по тренировке большой языковой модели GigaСhat. Рассматриваются методы отбора и балансировки pretrain-данных для GigaChat, включая инструктивную фильтрацию, синтетику на основе QA и тематическую кластеризацию. Отдельное внимание уделено обработке текстов, кода и LaTeX и как эти данные влияют на качество моделей в LLM.

Оптимизация железа

Процессоров и видеокарт для обучения моделей нужно всё больше, вся эта техника дорогая и под санкциями. И купить её быстро, даже за большие деньги — не получится. Поэтому мы искали кейсы по оптимизации использования той техники, которая уже есть. Разбирались как бизнесу справляться с дорогими и дефицитными GPU, как переезжать на более дешёвое оборудование, какие есть практики и технологии оптимизации.

Что есть интересного в этом треке:

Денис Кузнеделев из Яндекса расскажет про новый алгоритм квантизации моделей, который они разработали. Может, в точности этот алгоритм вам и не подойдёт, но знать современные идеи нужно.

Доклад про федеративное обучение. Если вдруг вам всё равно доступно большое количество низкопроизводительных устройств (условных «умных лампочек»), то можно попробовать перенести обучение на них.

История про то, какой Computer Vision можно устроить на современных камерах.

А это взгляд в будущее. Сейчас большинство из нас воспринимает железо на базе архитектуры RISC-V как экзотику, но на горизонте 5-10 лет это может измениться. Интересно разобраться, что в сообществе RISC-V уже предпринимают для поддержки машинного обучения.

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Качество решений на основе LLM

Как объективно оценивать внедрённые LLM-системы, на что смотреть, чтобы понять что деньги потрачены не зря? Ведь не всегда понятно что инженеры понаделали на базе LLM, кому пишет и что отвечает какой-то чат-бот. Чтобы всё проверить нужны методики оценки качества. На AiConf 2025 будет круглый стол, посвящённые проблемам оценки качества сложных интеллектуальных систем. В конференции участвуют разработчики русскоязычного бенчмарка MERA, с ними можно будет обсудить сложности и свои решения.

Copilot-ассистенты для разработчиков

Проблема типовая — разработчики хотят программировать с использованием современных LLM-помощников, но бизнес не готов доверить чужим проприетарным облачным решениям свой код. Как выйти из ситуации? Из чего собрать собственную систему? Разберёмся как крупные компании строят собственных помощников на Open Source-компонентах, с какими вызовами сталкиваются и как их решают.

В этой секции будут три кейса.

  1. Кейс Т-Банка, где из компонентов с открытым кодом создали ИИ-помощника.

  2. Кейс X5, где создали text2SQL-помощника. Он строит аналитические запросы в базу данных по текстовому описанию, т.е. программирует на SQL.

  3. Рассказ от SourceCraft про использование агентов в copilot-ассистентах.

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Ещё больше воркшопов

В этом году мы особенно гордимся воркшопами. Каждый из них — это возможность не просто послушать, а «потрогать руками» инструменты, поработать с пайплайнами и задать вопросы авторам решений.

Анализ гео-данных

Как собирать, очищать и использовать обезличенные данные о перемещениях для принятия бизнес-решений. Где открыть новую торговую точку? В какой момент в точности начинаются сезонные изменения? Для ответов на такие вопросы сейчас принято покупать обезличенные гео-данные о перемещениях людей, но сходу с этими данными никто работать не умеет и ещё нужно подготовить и отработать.

Артём Каледин и Елизавета Печёнкина из МТС в своём мастер-классе «Кто хочет стать геосайентистом» покажут, как собирать геоданные в треки, искать закономерности и принимать на их основе решения.

Человеко-машинная разметка данных

Как комбинировать труд людей и LLM для быстрой и качественной разметки датасетов. Размечать данные для обучения моделей людьми дорого, долго, да ещё и надо уметь этих людей организовывать. Часть работы пора переложить на LLM, но практического опыта пока мало. Поэтому практические материалы по этой теме особенно ценны.

На воркшопе Олега Секачева из Яндекс.Крауд «Человек и/или LLM в разметке данных: Практика гибридных решений 2025» участники этот опыт получат и создадут несколько датасетов, комбинируя людей и LLM.

Безопасность LLM

Как защитить корпоративные данные при использовании LLM, какие есть реальные угрозы и как им противостоять. Например, можно ли быть уверенным, что чат-бот, который с помощью LLM отвечает на вопросы по вашей базе знаний, не разболтает лишнего? И не станет той «чёрной дырой» через которую утекут секретные сведения?

Ответы найдутся в докладе про безопасность LLM: о том, как научить модель что-то забывать и воркшопе, где участники смогут сами проработать защиту от угроз.

В этом году мы особенно гордимся воркшопами. Каждый из них — это возможность не просто послушать, а «потрогать руками» инструменты, поработать с пайплайнами и задать вопросы авторам решений.

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Почему это важно сейчас

Сейчас технологии меняются быстрее, чем успевают обновляться учебники. Поэтому единственный способ оставаться в контексте — это общаться с коллегами, обсуждать реальные кейсы и учиться у лучших. AiConf Х — это не только про доклады, но и про эмоции, нетворкинг и совместное движение вперёд. Это место встречи инженеров, исследователей и бизнеса. Именно такие коллабы позволяют вместе двигать индустрию. И, конечно, узнавать о последних трендах, получить практический опыт и присоединяться к профессиональному сообществу, которое влияет на будущее Data Science в России и за её пределами.

Ждем вас в Москве 26 сентября 2025, приходите — будет полезно и, как всегда, по-настоящему интересно! Для тех, кто не может приехать организуем конференцию в онлайн-формате, подробности на сайте.

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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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