- 30727 Views
- 19 replies
- 34 kudos
Databricks Announces the Industry’s First Generative AI Engineer Learning Pathway and Certification
Today, we are announcing the industry's first Generative AI Engineer learning pathway and certification to help ensure that data and AI practitioners have the resources to be successful with generative AI. At Databricks, we recognize that generative ...
- 30727 Views
- 19 replies
- 34 kudos
- 34 kudos
This is an exciting step forward from Databricks! Looking forward to diving into the curriculum and exploring what's next in the world of data + AI! Thanks for sharing @Sujitha
- 34 kudos
- 56 Views
- 0 replies
- 0 kudos
Claude Code-Execution Call Format
Is it possible to use the code execution tool with instances of Claude hosted through Databricks? If I try to format the payload like in Anthropic's documentation, I get an error that the function isn't defined properly: tools=[{ "type": ...
- 56 Views
- 0 replies
- 0 kudos
- 95 Views
- 2 replies
- 0 kudos
How do Agentic AI services differ from traditional AI automation tools?
Hi everyone,I’m looking to understand the real difference between Agentic AI services and the traditional AI automation tools many businesses already use.In your experience, what makes Agentic AI services more advanced or effective?Are the advantages...
- 95 Views
- 2 replies
- 0 kudos
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Hi @Jackryan360, I saw your question on Agentic AI vs traditional automation. Many teams are exploring the same distinction as they shift from rule-based workflows to autonomous, multi-step agent systems. At Kanerika, we’ve been helping companies eva...
- 0 kudos
- 230 Views
- 5 replies
- 2 kudos
ai_parse_document + Genie with ai_query
Hi EveryoneI have used ai_parse_document to process multiple PDFs and store the parsed data in a table (one PDF per row). Later, I ran ai_query in natural language, which correctly scans all rows and returns answers from each PDF.However, when I use ...
- 230 Views
- 5 replies
- 2 kudos
- 2 kudos
I think Genie is not optimized for this use case. Please run some experiments - chunk pdf to use multi-agent supervisor from agent bricks to combine Genie with Knowledge Base (although I haven't yet it yet)
- 2 kudos
- 65 Views
- 1 replies
- 0 kudos
What’s the recommended architecture for integrating Databricks + MLflow + GenAI for model training
If I want to use Databricks, MLflow, and GenAI together, what is the best way to organize and connect them so that I can train AI models and then use them in real apps?
- 65 Views
- 1 replies
- 0 kudos
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Broad question. I will recommend to follow Databricks offical documents and ML Training at their customer portal.Yet, I will try to answer it as belowUse the Databricks Lakehouse as the unified platform, with Unity Catalog (UC) providing centralized ...
- 0 kudos
- 70 Views
- 0 replies
- 0 kudos
Documentation on all ways to access agent serving endpoint from outside databricks
Struggling to find clear documentation which can help me with the subject. Need to know all the ways (production best practices) along with API method. As far as I know, using PAT is not a production best practice
- 70 Views
- 0 replies
- 0 kudos
- 127 Views
- 2 replies
- 2 kudos
How do I integrate third-party ML/AI libraries with Databricks GenAI workflows?
How can I use external AI libraries inside my Databricks GenAI projects?
- 127 Views
- 2 replies
- 2 kudos
- 1965 Views
- 6 replies
- 3 kudos
Resolved! ai_parse_document struggling to detect pdf
Hi helpful experts I'm writing my first PySpark Notebook that makes use of the new `ai_parse_document` function. I am basically following the code example from here: https://learn.microsoft.com/en-gb/azure/databricks/sql/language-manual/functions/ai...
- 1965 Views
- 6 replies
- 3 kudos
- 3 kudos
Hello @JN_Bristol,I discovered that ai_parse_document only works when the input is parsed as real Python bytes.The binaryFile format in Spark returns the content as an internal binary type (like a memoryview), and ai_parse_document can’t process that...
- 3 kudos
- 30727 Views
- 19 replies
- 34 kudos
Databricks Announces the Industry’s First Generative AI Engineer Learning Pathway and Certification
Today, we are announcing the industry's first Generative AI Engineer learning pathway and certification to help ensure that data and AI practitioners have the resources to be successful with generative AI. At Databricks, we recognize that generative ...
- 30727 Views
- 19 replies
- 34 kudos
- 34 kudos
This is an exciting step forward from Databricks! Looking forward to diving into the curriculum and exploring what's next in the world of data + AI! Thanks for sharing @Sujitha
- 34 kudos
- 167 Views
- 1 replies
- 1 kudos
Databricks app services
Hi- I have built node.js based chatbot app that uses Azure OpenAI API to build connection and get query answers from it. I am using my organization deployed API on azure that requires cert.pem and cacert.pem certificates to authenticate. everything i...
- 167 Views
- 1 replies
- 1 kudos
- 1 kudos
Hi @Daya3189 , Your local system likely has the organization's certificates installed in the Windows/Mac system trust store, which Node.js (or your browser) can read. On Databricks, the app runs in a secure, isolated Linux container. It has no knowle...
- 1 kudos
- 105 Views
- 1 replies
- 0 kudos
Slow Delta write when creating embeddings with mapPartitions
I’m trying to generate 35k+ embeddings in Databricks. What I’ve tried so far:Per-row UDF (very slow).Replaced UDF with rdd.mapPartitions to batch API calls, create one Azure client per partition, and call client.embed_documents(texts) in batches. Thi...
- 105 Views
- 1 replies
- 0 kudos
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HiYou’ve optimised the embedding side really nicely already, batching in mapPartitions and creating one Azure client per partition is exactly what we recommend.For 35k rows, if embedding is fast but the Delta write/commit is slow, it’s almost always ...
- 0 kudos
- 360 Views
- 3 replies
- 3 kudos
Issue with ai_parse_document Not Extracting Text from Images in PDF
Hello Team,I hope you are doing well.I am a student currently exploring Databricks and learning how to work with the "ai parse document" function. While experimenting, I encountered a couple of issues related to text extraction from images inside PDF...
- 360 Views
- 3 replies
- 3 kudos
- 3 kudos
Thank you for your reply!Yes, I have gone through your article — it explains very well how to extract text content from PDFs. However, I am facing a different issue.In my case, the PDF contains multiple images and paragraphs, but "ai_parse_document" ...
- 3 kudos
- 103 Views
- 1 replies
- 0 kudos
What is the difference between full fine-tuning, LoRA, and p-tuning on Databricks?
How are these three methods different?Full Fine-TuningLoRAP-Tuning
- 103 Views
- 1 replies
- 0 kudos
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Hi @Suheb Summary Table:Method What’s Tuned Speed/Cost Flexibility Use CaseFull Fine-TuningAll model weightsSlow/HighMaximumCustom tasks, large dataLoRASmall adapter layersFast/LowHighEfficient adaptationp-tuningPrompt embeddingsFastest/LowLimitedPro...
- 0 kudos
- 118 Views
- 1 replies
- 0 kudos
Genie - Value dictionary
When I add the tables to the genie space, it automatically turns on the value dictionary for first 120 string fields, Is there a way to disable them by default and add only to the needed fields later?I am working in curating responses for around 15 t...
- 118 Views
- 1 replies
- 0 kudos
- 0 kudos
"Value sampling is enabled by default for all Genie spaces." The only solution that I see is to build json and use as a serialized_space template https://docs.databricks.com/api/azure/workspace/genie/getspace
- 0 kudos
- 129 Views
- 1 replies
- 1 kudos
How do I build a robust multi-agent system (e.g. using Agent Bricks / Genie) on Databricks, while en
How can I set up several AI agents on Databricks that work together at the same time, and make sure they don’t mess up the data or break the system?
- 129 Views
- 1 replies
- 1 kudos
- 1 kudos
@Suheb, Depends on your usecase. However, if it fits, I would recommend that you start with a multi-agent supervisor if you have the agents from the list below An existing Agent Bricks: Knowledge Assistant(/generative-ai/agent-bricks/knowledge-assist...
- 1 kudos
- 255 Views
- 3 replies
- 4 kudos
Multi‑Agent Supervisor: url_citation (source links) not shown in Playground — why and how to enable?
I’m seeing a difference in citation behavior between a single Knowledge Assistant (KA) agent and the Multi‑Agent Supervisor setup.What I testedIn Agent Bricks → Knowledge Assistant, I created an agent that returns citations with links (e.g., url_cita...
- 255 Views
- 3 replies
- 4 kudos
