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Скачать или смотреть What is a Semantic Layer? Why should CEOs care? Especially in light of access each of us has to LLMs

  • AI with Alec
  • 2025-01-06
  • 13
What is a Semantic Layer? Why should CEOs care? Especially in light of access each of us has to LLMs
Semantic LayerLLMLLMsGenerative AIAIArtificial IntelligenceCompound AI SystemsAI AgentsAbstractions
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Описание к видео What is a Semantic Layer? Why should CEOs care? Especially in light of access each of us has to LLMs

Understanding what a Semantic Layer is and the implications of them within the context of all of that LLM horsepower each of us has access to is a VERY big deal.

If you’re a CEO or senior, non-technical business leader, this post is +10000 for you.

$1 bet if you get ahead of this one, you’re going to put real deal points on the board…

Oversimplifying it of course, but here we go…

#1: What is a Semantic Layer?

A semantic layer sits between complex databases and users, providing a simplified summary or representation of the most important parts of the database.

Especially important when dealing with Enterprise grade, massive and complex data sets growing exponentially…that “might” include some data silos, legacy tech, code etc…

The semantic layer translates technical jargon into familiar business terms, making it easy for non-technical users to access and analyze data without needing to understand the complexities of database structures.

Access enabled by using universal business language that does not require the use of terms familiar to engineers that might not be so familiar to you…aka creating an easy to use Compound AI System.

#2: Why should CEOs and senior, non-technical business leaders care?

Because a Semantic Layer democratizes access to the power of data / insights aka enabling more people to make smarter, faster and better business decisions without relying on complex queries, specialized IT support or bothering your rockstar Data Science + Data Engineering teams.

This means faster insights, better alignment across departments, and a more agile organization overall aka speed and innovation cycles get dialed way up.

One more thing…by abstracting away a lot of the data engineering complexities, Semantic Layers free up your rockstar data science and engineering teams to focus on more strategic, high-impact work.

Instead of spending their time on repetitive data preparation tasks etc, they can dedicate their expertise to developing advanced analytics models, uncovering deeper insights, and unlocking next level, meaningful innovation aka new, revenue generating products.

$1 bet, remember that… 👀 👀 👀 🫵 🫵 🫵 🏆 🏆 🏆

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