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Machine Learning
Dive into the world of machine learning on the Databricks platform. Explore discussions on algorithms, model training, deployment, and more. Connect with ML enthusiasts and experts.
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Forum Posts

kbmv
by New Contributor II
  • 122 Views
  • 2 replies
  • 2 kudos

Resolved! Understanding compute requirements for Deploying Deepseek-R1-Distilled-Llama Models on databricks

Hi I have read the blog Deploying Deepseek-R1-Distilled-Llama Models on Databricks at https://www.databricks.com/blog/deepseek-r1-databricksI am new to using custom models that are not available as part of foundation models.According to the blog, I n...

kbmv_0-1738846938736.png
  • 122 Views
  • 2 replies
  • 2 kudos
Latest Reply
kbmv
New Contributor II
  • 2 kudos

Thanks @Isi, For in-detail explanation. Things are clear now.

  • 2 kudos
1 More Replies
yhyhy3
by New Contributor III
  • 1201 Views
  • 2 replies
  • 0 kudos

Foundation Model APIs HIPAA compliance

I saw that Foundation Model API  is not HIPAA compliant. Is there a timeline in which we could expect it to be HIPAA compliant? I work for a healthcare company with a BAA with Databricks.

  • 1201 Views
  • 2 replies
  • 0 kudos
Latest Reply
User16776430979
New Contributor III
  • 0 kudos

It is now HIPAA compliant: Provisioned throughput endpoints are available with compliance certifications like HIPAA, Model Serving is HIPAA compliant in all regions

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1 More Replies
SDN
by New Contributor II
  • 100 Views
  • 2 replies
  • 1 kudos

Resolved! Feature store and medallion data location

Hello Folks,If we have 3 environments (dev/preprod/prod) and would like to have medallion data shared among them - I guess delta share is a good way to go. Now if we want to use "Feature Store (FS)" then I am a bit confused and seeking some clarity. ...

Machine Learning
azure
Feature Store
Medallion
  • 100 Views
  • 2 replies
  • 1 kudos
Latest Reply
SDN
New Contributor II
  • 1 kudos

Thank you so much for the detailed answer!

  • 1 kudos
1 More Replies
Anonymous
by Not applicable
  • 190421 Views
  • 69 replies
  • 15 kudos

Community Edition Login Issues Below is a list of troubleshooting steps for failing to login with email/password at community.cloud.databricks.com:   ...

Community Edition Login Issues   Below  is a list of troubleshooting steps for failing to login with email/password at community.cloud.databricks.com:       Troubleshooting Tips If this is your first time logging in, ensure that you did indeed sign u...

Image Image Image
  • 190421 Views
  • 69 replies
  • 15 kudos
Latest Reply
saital
New Contributor II
  • 15 kudos

same problem I have, would you please help to solution ?

  • 15 kudos
68 More Replies
rahuja
by Contributor
  • 1132 Views
  • 4 replies
  • 2 kudos

Accessing Unity Catalog's MLFlow model registry from outside Databricks

Hello EveryoneWe are integrating Unity Catalog in our Organisation's Databricks. In our case we are planning to move our inference from Databricks to Kubernetes. In order to make the inference code use the latest registered model we need to query the...

  • 1132 Views
  • 4 replies
  • 2 kudos
Latest Reply
bajdwobaht
New Contributor
  • 2 kudos

You can use the MLflow client (in various language specific SDKs) to download model artifacts. For example, see here: https://docs.databricks.com/en/mlflow/models.html#download-model-artifactsWe leverage this pattern to serve models in our K8s stack ...

  • 2 kudos
3 More Replies
NDK_1
by New Contributor II
  • 5548 Views
  • 6 replies
  • 3 kudos

Salesforce connection with Databricks

How can we connect with salesforce from databricks without using any third party jar files?

  • 5548 Views
  • 6 replies
  • 3 kudos
Latest Reply
emillion25
New Contributor
  • 3 kudos

You can connect to Salesforce from Databricks without using third-party JAR files by leveraging Python and the Salesforce REST API using the simple-salesforce library. Since simple-salesforce is a Python package, you can install it within your Databr...

  • 3 kudos
5 More Replies
grajee
by New Contributor
  • 90 Views
  • 0 replies
  • 1 kudos

Lakehouse Monitoring of Inference Table

All,I'm trying to setup a lakehouse monitoring process for the WineQuality model that is widely available. While setting up the Serving Endpoint, I enabled "Inference Table" option for which the inference table was created automatically. The columns ...

Machine Learning
Inference Table
Lakehouse-Monitoring
  • 90 Views
  • 0 replies
  • 1 kudos
JU1
by New Contributor II
  • 170 Views
  • 3 replies
  • 0 kudos

Resolved! Statsmodel OLS.fit generates "Error displaying widget: undefined"

Hi,I am running some code which fits a linear model via Statsmodel. Everytime I run the .fit function it generates the error: "Error displaying widget: undefined".I can reproduce the error via the simple code below.I am not sure what is causing this ...

JU1_0-1738313760137.png
  • 170 Views
  • 3 replies
  • 0 kudos
Latest Reply
Alberto_Umana
Databricks Employee
  • 0 kudos

Awesome, which DBR were you using before?

  • 0 kudos
2 More Replies
sodrberg
by New Contributor
  • 156 Views
  • 1 replies
  • 0 kudos

Model serving endpoint creation failed

I have a logged pyfunc mlflow model that runs without issues in a databricks notebook using "mlflow.pyfunc.load_model()". I can deploy it without issues as a model serving endpoint with "workload_type" set to GPU, but when i try to update the endpoin...

  • 156 Views
  • 1 replies
  • 0 kudos
Latest Reply
kamal_ch
Databricks Employee
  • 0 kudos

The error encountered when updating the endpoint to a CPU-only configuration could be due to several reasons related to dependency and environment configuration mismatches:   • Dependency Mismatch: The error may be related to mismatched dependencies...

  • 0 kudos
pablobd
by Contributor II
  • 2713 Views
  • 5 replies
  • 1 kudos

Resolved! Model Serving Endpoint Creation through API

Hello,I am trying to create a model serving endpoint via the API as explained here: https://docs.databricks.com/api/workspace/servingendpoints/createI created a trusted IAM role with access to DynamoDB for the feature store. I try to use this field,"...

  • 2713 Views
  • 5 replies
  • 1 kudos
Latest Reply
denys_t
New Contributor
  • 1 kudos

This was a missing piece for me to make the serving endpoint work with the instance profile. The JSON below needs to be added to the IAM role trust which is used for the instance profile:{ "Effect": "Allow", "Principal": { ...

  • 1 kudos
4 More Replies
gustavocavsanto
by New Contributor II
  • 895 Views
  • 4 replies
  • 1 kudos

Error 401: "Missing authorization details for accessing model serving endpoints" with OAuth Token on

I am trying to generate an OAuth token for my Azure Databricks workspace to access a model serving API in production. The code I’m using generates a token successfully, but I keep receiving a 401 error with the message "Missing authorization details ...

  • 895 Views
  • 4 replies
  • 1 kudos
Latest Reply
dansayan
New Contributor II
  • 1 kudos

I managed to retrieve the access token but when i call the served endpoint i get the same error as the user above. my code is below. As for the SP in databricks workspace, it was given the manage permission on the served endpoint. Any suggestions? 

  • 1 kudos
3 More Replies
ledsouza
by New Contributor
  • 800 Views
  • 4 replies
  • 0 kudos

Community Edition workspace not found

Suddenly got logout from my account in the Community Edition. When I tried to login again, I received this error message: "We were not able to find a Community Edition workspace with this email. Please login to accounts.cloud.databricks.com to find t...

  • 800 Views
  • 4 replies
  • 0 kudos
Latest Reply
parzival
New Contributor
  • 0 kudos

Hi @all,I solved the issue by signing up for a new Community Edition account using the same email.The only downside is I lost all my notebooks :(.

  • 0 kudos
3 More Replies
harry_dfe
by New Contributor
  • 55 Views
  • 0 replies
  • 0 kudos

notebook stuck at "filtering data" or waiting to run

Hi, my data is in vector sparse representaion, and it was working fine (display and training ml models), I added few features that converted data from sparse to dense represenation and after that anything I want to perform on data stuck(display or ml...

  • 55 Views
  • 0 replies
  • 0 kudos

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