Semantic Layers in the Age of AI are 100% Needed
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Top Comments (10)
Currently using semantic layers in Snowflake Cortex. Enjoying it so far
I agree that understanding data structure and context is the biggest challenge to using AI effectively for data analysis. Right now, I find myself shying away from using AI because I have to spend so much time explaining context and business rules/logic to get a useful output. I'd love to see a follow-up video showing how to get started building a semantic layer on top of existing tables.
So the layers are Date -> Semantic model (data model) -> Semantic Layer -> Ontology layer ?
Great video, going through this right now
I have worked with semantic models for a while already and what you said about politics is extremely true. Additionally, quite some colleagues don't really see any value in this direction and it doesn't feel good, although I find this work genuinely exciting and meaningful
have you ever got your iq score id imagine it was high
You mention that semantic layers could be as simple as Yaml file- What are some other examples of what semantic layers might look like? Could you build sub-agents with system prompts that detail the data it is responsible for? Could you just have skill markdown file for each dataset?
Sounds like a lot of work
Is Semantic Layer and Ontology Layer the same or different?
Hey Alex plz make series Snowflake with Cortex Ai
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Top Comments (10)
Currently using semantic layers in Snowflake Cortex. Enjoying it so far
I agree that understanding data structure and context is the biggest challenge to using AI effectively for data analysis. Right now, I find myself shying away from using AI because I have to spend so much time explaining context and business rules/logic to get a useful output. I'd love to see a follow-up video showing how to get started building a semantic layer on top of existing tables.
So the layers are Date -> Semantic model (data model) -> Semantic Layer -> Ontology layer ?
Great video, going through this right now
I have worked with semantic models for a while already and what you said about politics is extremely true. Additionally, quite some colleagues don't really see any value in this direction and it doesn't feel good, although I find this work genuinely exciting and meaningful
have you ever got your iq score id imagine it was high
You mention that semantic layers could be as simple as Yaml file- What are some other examples of what semantic layers might look like? Could you build sub-agents with system prompts that detail the data it is responsible for? Could you just have skill markdown file for each dataset?
Sounds like a lot of work
Is Semantic Layer and Ontology Layer the same or different?
Hey Alex plz make series Snowflake with Cortex Ai