AI Fundamentals ChatGPT and Bing Course 4

Analysis of economic and business data using AI December 22, 2023
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https://chat.openai.com/share/b3c83f30-46c9-4dc9-8b48-4f4b873b6f75 https://forms.gle/voYgG5pRa7epMjYN6 https://campus.datacamp.com/courses/generative-ai-concepts/getting-ready-for-the-age-of-generative-ai?ex=1 https://campus.datacamp.com/courses/generative-ai-concepts/getting-ready-for-the-age-of-generative-ai?ex=4 https://campus.datacamp.com/courses/generative-ai-concepts/getting-ready-for-the-age-of-generative-ai?ex=10 A financial services company wants to use generative Al to improve loan assessment decisions. Which ethical issue should be considered before deploying the model? Ensuring that the generative Al model is delivering fast decisions for customers. + Ensuring that the reasoning behind loan decisions can be explained and justified. Ensuring that generative Al models are used only by finance experts with training. ChatGPT Проблема етики, яку слід враховувати перед впровадженням моделі: Забезпечення можливості пояснювати та обгрунтовувати міркування за рішеннями щодо кредитів. Пояснення та обгрунтування є критичними аспектами впровадження моделей штучного інтелекту, особливо в чутливих сферах, таких як фінанси. Інтерпретованість та прозорість у процесі прийняття рішень допомагають збудувати довіру з клієнтами та зацікавленими сторонами. Якщо рішення моделі не може бути пояснено, це може призвести до відсутності відповідальності, можливих упереджень та труднощів у вирішенні виникаючих питань. Крім того, регулятивні вимоги у фінансовому секторі часто вимагають здатності чітко пояснювати прийняті рішення. Хоча забезпечення швидких рішень та обмеження використання моделі фінансовими експертами є важливими аспектами, етичний імператив забезпечення чіткого міркування та обгрунтування при прийнятті рішень щодо кредитів має перевагу для збереження справедливості, відповідальності та прозорості у процесі кредитування. A company is working on developing a generative Al model to provide personalized recommendations to it's customers. Which ethical issue should be considered before deploying the model? Making sure it is sophisticated enough to accurately predict customer preferences. Ensuring that it is able to access all possible customer data sources. + Maintaining transparency about the use of customer data and obtaining consent. Focusing on generating profits for the company by making better recommendations. ChatGPT Етичне питання, яке слід враховувати перед впровадженням моделі: Забезпечення прозорості щодо використання даних клієнтів та отримання згоди. Забезпечення прозорості та отримання згоди є критичними етичними аспектами при розробці та впровадженні моделей штучного інтелекту, особливо для забезпечення персоналізованих рекомендацій. Клієнти мають право знати, як використовуються їхні дані, і отримання їхньої згоди є важливим для збереження конфіденційності та довіри. Хоча здатність точно прогнозувати та доступ до відповідних джерел даних є важливими технічними аспектами, етичні практики, такі як прозорість та отримання згоди, відіграють фундаментальну роль у побудові та збереженні позитивних відносин з клієнтами та дотриманні стандартів і нормативів щодо конфіденційності. Зосередження тільки на генерації прибутків без врахування етичних принципів може призвести до проблем довіри та обурення через порушення конфіденційності. You are working at a marketing firm. Your colleagues are trying to improve their marketing campaigns. They have recently heard a lot about large language models but don't know what they are. How would you describe a large language model to them? + A tool that can understand and interpret natural language text data. A tool that can analyze numerical data to identify patterns and trends. A tool that can identify images and objects within images. Ти працюєш у маркетинговій компанії. Твої колеги намагаються покращити свої маркетингові кампанії. Вони нещодавно багато чули про великі мовні моделі, але не знають, що це таке. Як би ти описав велику мовну модель їм? Інструмент, який може розуміти та інтерпретувати природну мову текстових даних. ChatGPT Велика мовна модель - це інструмент, створений для розуміння та інтерпретації природної мови у текстових даних. Це застосування штучного інтелекту, яке пройшло тренування на величезних обсягах текстової інформації і може взаємодіяти з користувачем чи обробляти текстові дані. Основна його здатність полягає в розумінні смислу, синтаксису та контексту тексту. У відміну від цього, інші інструменти, такі як аналізатори числових даних, зазвичай призначені для обробки числової інформації, ідентифікації закономірностей та виявлення тенденцій у числах. Також важливо розрізняти великі мовні моделі від інструментів для ідентифікації зображень, оскільки вони спеціалізуються на розпізнаванні об'єктів та образів на зображеннях. Отже, у контексті маркетингу велика мовна модель може використовуватися для аналізу та розуміння текстових даних, що дозволяє отримати інсайти та покращити стратегії маркетингових кампаній.

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