Что такое "хорошо используемый ИИ"? Зависит от задачи.
Концепт от одного информационного архитектора https://jarango.com/2024/10/01/exploring-the-ai-solution-space/
Концепт от одного информационного архитектора https://jarango.com/2024/10/01/exploring-the-ai-solution-space/
Еще один материал про купед. На этот раз от мордокниги и с примером кода
https://medium.com/@AnalyticsAtMeta/how-meta-scaled-regression-adjustment-to-improve-power-across-hundreds-of-thousands-of-experiments-624e08aaf560
https://medium.com/@AnalyticsAtMeta/how-meta-scaled-regression-adjustment-to-improve-power-across-hundreds-of-thousands-of-experiments-624e08aaf560
Medium
How Meta scaled regression adjustment to improve power across hundreds of thousands of experiments…
Author: John Meakin, Saurabh Sangwan
Training Data Attribution (TDA) - метод, который помогает понять какие примеры из обучающий выборки сильнее влияют на знание модели
https://medium.com/people-ai-research/scaling-training-data-attribution-f7d1eddd85da
https://medium.com/people-ai-research/scaling-training-data-attribution-f7d1eddd85da
Medium
Scaling Training Data Attribution
The science of how training data influences LLM behavior
Интересный подход: логировать полезность фичей в моделях в общем хранилище, чтобы потом ускорять подбор для новых моделей
Область исследований, которая изучаю отказоустойчивость и безопасность сложных социо-технических систем + пара интересных ссылок
https://github.com/lorin/resilience-engineering
https://en.wikipedia.org/wiki/Resilience_engineering
https://en.wikipedia.org/wiki/Safety_engineering
https://en.wikipedia.org/wiki/MTTFd
https://www.resilience-engineering-association.org/
https://github.com/lorin/resilience-engineering
You can think of robustness as being able to deal well with known unknowns, and resilience as being able to deal well with unknown unknowns.
https://en.wikipedia.org/wiki/Resilience_engineering
https://en.wikipedia.org/wiki/Safety_engineering
https://en.wikipedia.org/wiki/MTTFd
https://www.resilience-engineering-association.org/
GitHub
GitHub - lorin/resilience-engineering: Resilience engineering papers
Resilience engineering papers. Contribute to lorin/resilience-engineering development by creating an account on GitHub.
1-s2.0-S0925753522001175-main.pdf
2.2 MB
A systematic review of human-AI interaction in autonomous ship systems
Human factors engineering improves people’s lives by making technology work well for them. Most broadly, human factors engineering aims to improve human interaction with systems by enhancing:
• Safety: Reducing the risk of injury and death
• Performance: Increasing productivity, quality, and efficiency
• Satisfaction: Increasing acceptance, comfort, and well-being
In considering these goals, safety is always a critical concern, but the relative emphasis of each goal depends on the particular area of application: high-risk systems, such as a B787 cockpit; workplace design, such as a manufacturing assembly line; consumer products, such as an iPhone. Design of high-risk systems must focus on safety. In contrast, design of workplaces focuses more on performance, and design of consumer products focuses more on satisfaction.
• Safety: Reducing the risk of injury and death
• Performance: Increasing productivity, quality, and efficiency
• Satisfaction: Increasing acceptance, comfort, and well-being
In considering these goals, safety is always a critical concern, but the relative emphasis of each goal depends on the particular area of application: high-risk systems, such as a B787 cockpit; workplace design, such as a manufacturing assembly line; consumer products, such as an iPhone. Design of high-risk systems must focus on safety. In contrast, design of workplaces focuses more on performance, and design of consumer products focuses more on satisfaction.