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Uncertainty Quantification in Artificial Intelligence-based Systems

KDnuggets

The article summarizes the plethora of UQ methods using Bayesian techniques, shows issues and gaps in the literature, suggests further directions, and epitomizes AI-based systems within the Financial Crime domain.

Systems 160
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Data News — Week 25.02

Christophe Blefari

AI companies are aiming for the moon—AGI—promising it will arrive once OpenAI develops a system capable of generating at least $100 billion in profits. ❤️ Transformers laid out — The best article out there to understand Transformers (which are key to understand LLMs). Read the pdf version directly.

Data 130
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Getting Started with Building RAG Systems Using Haystack

KDnuggets

Retrieval augmented generation (RAG) is altering the way we use large language models, but building these systems can be hectic. In this article, you will learn how to build RAG systems using Haystack.

Systems 133
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The Roots of Today's Modern Backend Engineering Practices

The Pragmatic Engineer

In this article, we cover thee out of nine topics from today’s subscriber-only issue: The Past and Future of Modern Backend Practices. We used a system called CVS ( Concurrent Versions System ) for version control, as Git did not exist until 2005 when Linus Torvalds created it. and hand-rolled C -code.

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Latest Innovations in Recommendation Systems with LLMs

KDnuggets

In this article, we’ll explore how LLMs are changing recommendation systems as we speak. Let's first start with a brief overview.

Systems 111
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How to Use NumPy to Solve Systems of Nonlinear Equations

KDnuggets

In this article, we’ll explore how to leverage NumPy to solve systems of nonlinear equations, turning complex mathematical challenges into manageable tasks.

Systems 121
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The “10x engineer:" 50 years ago and now

The Pragmatic Engineer

In this article, we cover one out of five topics from today’s subscriber-only article What Changed in 50 Years of Computing. Brooks discusses software in the context of producing operating systems, pre-internet. This was one out of the five topics covered in the article What Changed in 50 Years of Computing.