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[Перевод] Женщины в AI, его влияние на страны Глобального Юга

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Всем привет! Это перевод одной из серии интервью с Chinasa T. Okolo c сайта techcrunch о женщинах связанных с AI.

Чтобы предоставить женщинам-ученым, сосредоточенным на AI, и другим специалисткам их заслуженное — и давно назревшее — время в центре внимания, TechCrunch публикует серию интервью с выдающимися женщинами, внесшими значительный вклад в революцию в области AI. Мы публикуем эти материалы в течение всего года, по мере того как продолжается бум AI, подчеркивая важные работы, которые часто остаются незамеченными.

Чинаса Т. Около является стипендиатом Брукингского института(Вашингтон, США) в программе по изучению управления в Центре технологических инноваций. До этого она работала в комитете по этике и социальному воздействию, который помогал разрабатывать Национальную стратегию искусственного интеллекта Нигерии, а также была советником по вопросам политики и этики AI для различных организаций, включая Агентство по развитию Африканского союза и Квебекский институт искусственного интеллекта. Недавно она получила степень доктора философии в области компьютерных наук в Корнельском университете, где исследовала влияние AI на страны Глобального Юга.

Как вы начали свою карьеру в области AI? Что вас привлекло в этой сфере?

Изначально я перешла в область AI, потому что увидела, как вычислительные методы могут способствовать развитию биомедицинских исследований и демократизировать доступ к здравоохранению для маргинализированных сообществ. В последний год бакалавриата в Помонском колледже я начала проводить исследования с профессором, специализирующимся на взаимодействии человека и компьютера, что познакомило меня с проблемами предвзятости в AI. В ходе моего обучения в аспирантуре меня заинтересовало понимание того, как эти проблемы будут влиять на людей в странах Глобального Юга, которые составляют большинство населения мира и часто исключены из разработки AI и недостаточно представлены в этой сфере.

Какая работа в области AI вызывает у вас наибольшую гордость?

Я невероятно горжусь своей работой с Африканским союзом(АС) по разработке Континентальной стратегии по искусственному интеллекту для Африки, которая направлена на то, чтобы помочь государствам-членам АС подготовиться к ответственному внедрению, развитию и управлению AI. Подготовка стратегии заняла более 1,5 лет, и она была выпущена в конце февраля 2024 года. Сейчас идет период открытого обсуждения, с целью ее официального принятия государствами-членами АС в начале 2025 года.

Как нигерийка-американка в первом поколении, выросшая в Канзас-Сити, штат Миссури, и впервые покинувшая США только во время учебы за границей в бакалавриате, я всегда стремилась сосредоточить свою карьеру в Африке. Участие в такой значимой работе на раннем этапе моей карьеры вдохновляет меня на поиск подобных возможностей, чтобы помогать формировать инклюзивное, глобальное управление AI.

Как вы справляетесь с вызовами в индустрии технологий, где доминируют мужчины, и, соответственно, в сфере AI, где также преобладают мужчины?

Для меня было крайне важно найти сообщество людей, разделяющих мои ценности, чтобы справляться с вызовами в мужской индустрии технологий и AI. Мне повезло наблюдать за значительными достижениями в области ответственного AI и важными исследованиями, выявляющими вред AI, которые возглавляют чернокожие женщины-ученые, такие как Тимнит Гебру, Сафи Нобл, Абеба Бирхане, Руха Бенджамин, Джой Буоламвини и Деб Раджи, с которыми я смогла познакомиться за последние несколько лет. Их лидерство вдохновило меня продолжать работу в этой области и показало ценность "идти против течения" для достижения значимого результата.

Какой совет вы бы дали женщинам, стремящимся войти в сферу AI?

Не бойтесь отсутствия технического образования. Область AI многогранна и нуждается в экспертах из различных областей. На моё исследование значительно повлияли социологи, антропологи, когнитивные ученые, философы и другие специалисты в области гуманитарных и социальных наук.

Какие наиболее актуальные проблемы стоят перед AI по мере его развития?

Одной из самых важных проблем будет улучшение справедливого представления некоренных культур в значимых языковых и мультимодальных моделях. Подавляющее большинство моделей AI обучается на английском языке и на данных, которые в основном представляют западные контексты, что исключает ценные перспективы большинства населения мира.

Кроме того, гонка за созданием более крупных моделей приведет к большему истощению природных ресурсов и усилению воздействия на климат, что уже непропорционально сильно влияет на страны Глобального Юга.

Какие проблемы должны учитывать пользователи AI?

Значительное количество инструментов и систем AI, которые были введены в общественное использование, преувеличивают свои возможности и просто не работают. Многие задачи, для которых люди стремятся использовать AI, могут быть решены более простыми алгоритмами или базовой автоматизацией.

Кроме того, генеративный AI может усугубить вред, наблюдаемый от предыдущих инструментов AI. На протяжении многих лет мы видели, как эти инструменты демонстрируют предвзятость и приводят к вредным решениям в отношении уязвимых сообществ, что, вероятно, будет усиливаться по мере роста масштаба и охвата генеративного AI.

Однако, обеспечение людей знаниями о понимании ограничений AI может помочь улучшить ответственное внедрение и использование этих инструментов. Повышение грамотности в области AI и данных среди широкой общественности станет фундаментальным по мере быстрого интегрирования AI-инструментов в общество.

Какой лучший способ ответственно разрабатывать AI?

Лучший способ ответственно разрабатывать AI — это критически оценивать предполагаемые и непреднамеренные случаи использования этих инструментов. Люди, создающие системы AI, несут ответственность за отказ от использования AI в вредоносных сценариях, таких как война и полицейская деятельность, и должны обращаться за внешним руководством, чтобы определить, подходит ли AI для других целевых случаев использования. Учитывая, что AI часто усиливает существующие социальные неравенства, также крайне важно, чтобы разработчики и исследователи были осторожны при создании и курировании наборов данных, используемых для обучения моделей AI.

Как инвесторы могут лучше способствовать развитию ответственного AI?

Многие утверждают, что растущий интерес венчурного капитала к быстрой прибыли на текущей волне AI ускорил появление "AI-snake oil", термин, введенный Арвиндом Нараянаном и Саяшем Капуром. Я согласна с этим мнением и считаю, что инвесторы должны занимать лидерские позиции вместе с учеными, представителями гражданского общества и членами отрасли для пропаганды ответственного развития AI. Как ангел-инвестор, я видела много сомнительных инструментов AI на рынке. Инвесторы также должны вкладывать средства в экспертизу в области AI для оценки компаний и запрашивать внешние аудиты инструментов, представленных в презентациях.

Есть ли что-то еще, что вы хотели бы добавить?

Текущий "летний бум AI" привел к появлению множества "экспертов по AI", которые часто отвлекают от важных обсуждений текущих рисков и вреда AI и предоставляют вводящую в заблуждение информацию о возможностях инструментов на базе AI. Я призываю всех, кто хочет получить образование в области AI, критически относиться к таким голосам и искать надежные источники для обучения.

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    "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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