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Artificial Intelligence (AI) UPSC NOTE

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  Ensuring & Balancing Securing the future of AI requires more than just regulation; it needs policies that support high-quality data a...

 Ensuring & Balancing

  • Securing the future of AI requires more than just regulation; it needs policies that support high-quality data as a public good.

  • Effective AI governance depends on balancing regulatory frameworks with initiatives that promote equitable and high-quality data access.

  • High volumes and diverse data are critical for improving the performance of Large Language Models (LLMs) and driving AI progress.

Concerns

  • The rush for data can lead to ethical issues, such as using pirated content, which raises concerns about quality and fairness

  • There is a risk of feedback loops that amplify biases and reduce data diversity due to contamination by LLMs themselves.

  • The potential for 'peak data' by 2030 could limit the availability of pristine text necessary for AI development.

Cultural policies

  • Current LLMs are often trained on a narrow range of content, reflecting biases and gaps in data diversity, particularly in language and cultural representation.

  • AI training lacks primary sources and diverse linguistic data, missing out on valuable cultural and historical texts.

  • Global cultural and archival data represent a significant untapped resource that could enrich AI’s understanding and capabilities.

  • Harnessing cultural heritage data could revolutionize our understanding of history and safeguard cultural heritage.

  • Publicly available cultural data could benefit smaller companies and startups, promoting innovation and leveling the playing field

Italy & Canada

  • Italy’s €500 million Digital Library project aimed to make cultural heritage accessible but faced challenges and restructuring.

  • Canada’s Official Languages Act demonstrated the value of bilingual datasets for training translation software and AI.

Importance of Regional and Low-Resource Languages

  • Promoting digitization of low-resource and regional languages is crucial for complementing high-resource languages in AI development.

  • Digitizing cultural heritage is essential for preserving history, democratizing access to knowledge, and enabling inclusive AI innovation.


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Learnerz IAS | Concept oriented UPSC Classes in Malayalam: Artificial Intelligence (AI) UPSC NOTE
Artificial Intelligence (AI) UPSC NOTE
https://lh7-rt.googleusercontent.com/slidesz/AGV_vUdKEBJIIZn83lm7MIq06NSveHNHOYq4Lhf6O-xPbNPIPE1ANDNJE9jfcyDSZnBlNSr0bz4-CCLSrIj_aJ7eAnx4A8fHFtKHWTO60E39ssM6xUqPcus7u6Y2A3kcTF-6dur5-Fr7SHczKz5MpUqdVpWUrkvH0DbzIUP5Gr7qdDMCKg=s2048?key=QCoK7uEd2isFG1-RjVK62g
https://lh7-rt.googleusercontent.com/slidesz/AGV_vUdKEBJIIZn83lm7MIq06NSveHNHOYq4Lhf6O-xPbNPIPE1ANDNJE9jfcyDSZnBlNSr0bz4-CCLSrIj_aJ7eAnx4A8fHFtKHWTO60E39ssM6xUqPcus7u6Y2A3kcTF-6dur5-Fr7SHczKz5MpUqdVpWUrkvH0DbzIUP5Gr7qdDMCKg=s72-c?key=QCoK7uEd2isFG1-RjVK62g
Learnerz IAS | Concept oriented UPSC Classes in Malayalam
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