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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

vivoedoardo
by New Contributor II
  • 6659 Views
  • 3 replies
  • 1 kudos

How to track features used and filters in MLFlow?

Hello everyone,We are experimenting with several approaches in a Machine Learning project ( binary classification), and we would like to keep track of those using MLFlow. We are using the feature store to build, store, and retrieve the features, and ...

  • 6659 Views
  • 3 replies
  • 1 kudos
Latest Reply
NathanielN
New Contributor II
  • 1 kudos

 Thanks for the information, I will try to figure it out for more. Keep sharing such informative post keep suggesting such post.

  • 1 kudos
2 More Replies
Dhara
by New Contributor III
  • 32478 Views
  • 9 replies
  • 5 kudos

Access multiple .mdb files using Python

Hi, I wanted to access multiple .mdb access files which are stored in the Azure Data Lake Storage(ADLS) or on Databricks File System using Python. Is it possible to guide me how can I achieve it? It would be great if you can share some code snippets ...

  • 32478 Views
  • 9 replies
  • 5 kudos
Latest Reply
User16764241763
Databricks Employee
  • 5 kudos

@Dhara Mandal​ Can you please try below?# cmd 1 %pip instal pandas_access   # cmd 2 import pandas_access as mdb   db_filename = '/dbfs/FileStore/Campaign_Template.mdb'   # Listing the tables. for tbl in mdb.list_tables(db_filename): print(tbl)   ...

  • 5 kudos
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Bradley
by New Contributor III
  • 6605 Views
  • 5 replies
  • 3 kudos

How do I install a non python/R/maven/jar library into a cluster?

I'm trying to install a non standard package into the cluster using the init scripts. The package I'm trying to install needs to be downloaded using wget, and uncompressed using tar. Then added to the PATH, or at least I need to know where the downlo...

  • 6605 Views
  • 5 replies
  • 3 kudos
Latest Reply
Bradley
New Contributor III
  • 3 kudos

Thank you for the support. Yes, I was able to find a working solution.I placed the files into the distributed file system, dbfs. For others, this can be done manually using the databricks cli, or using the init scripts. In this case I found it easier...

  • 3 kudos
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Nachappa
by New Contributor III
  • 8135 Views
  • 4 replies
  • 6 kudos

Data model tool to connect to Databricks or Data lake?

Hi Everyone,From data modeling documentation (Dimensional/ ER Diagram), is there any tool available which can connect to databricks/ data lake and read the table structure directly and also updates the structure of table whenever there is a addition ...

  • 8135 Views
  • 4 replies
  • 6 kudos
Latest Reply
Nachappa
New Contributor III
  • 6 kudos

Hi @Kaniz Fatma​ , @Prabakar Ammeappin​ : Thanks for the reply and information. Yes, I am able to connect via DBeaver to Databricks using the JDBC and supported provided link (Sorry for delay in update as I had to try on Trial version of Enterprise D...

  • 6 kudos
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confusedIntern
by Databricks Partner
  • 1638 Views
  • 0 replies
  • 0 kudos

MLFlow Project tutorial roadblock in viewing successful job run and run details. Resulted in failed status.

Hi! Any help will be greatly appreciated!! So I'm following this tutorial: https://docs.databricks.com/applications/mlflow/projects.html.I decided to use a folder in DBFS that contains my MLflow Project details. And so, in my project I have: MLprojec...

Screen Shot 2022-07-11 at 3.38.09 PM
  • 1638 Views
  • 0 replies
  • 0 kudos
confusedIntern
by Databricks Partner
  • 4964 Views
  • 4 replies
  • 0 kudos

Resolved! Spark Version Json code for LTS ML cluster

Hi! Any help will be greatly appreciated! Thank you so much! So I'm currently following this tutorial: https://docs.databricks.com/applications/mlflow/projects.htmlIn the tutorial, for the cluster specification, it has "spark_version": "7.3.x-scala2....

  • 4964 Views
  • 4 replies
  • 0 kudos
Latest Reply
tomasz
Databricks Employee
  • 0 kudos

Also for 9.1 LTS ML it should be: "9.1.x-cpu-ml-scala2.12"

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3 More Replies
orion216
by New Contributor II
  • 25931 Views
  • 5 replies
  • 2 kudos

Resolved! Keep long-running notebook alive when closing browser

I am working with Azure Databricks jupyter notebooks and have time-consuming jobs (complex queries, model training, loops over many items, etc.).Every time I close the browser (or step away for a long time) of some running notebook, even before the c...

  • 25931 Views
  • 5 replies
  • 2 kudos
Latest Reply
Anonymous
Not applicable
  • 2 kudos

Hey @Eric P​ Just wanted to check in if you were able to resolve your issue. If yes, would you be happy to mark an answer as best? If not, please tell us so we can help you.Thanks!

  • 2 kudos
4 More Replies
gar
by New Contributor II
  • 48775 Views
  • 9 replies
  • 6 kudos

Resolved! MLFlow error

I am running into an error within the Databricks notebook (on Databricks website) environment where MLFlow will not load: MLflow autologging encountered a warning: "/databricks/python/lib/python3.8/site-packages/mlflow/utils/autologging_utils/safet...

  • 48775 Views
  • 9 replies
  • 6 kudos
Latest Reply
Will1
New Contributor III
  • 6 kudos

Install the Databricks SQL Connector for Python library on your development machine by running pip install databricks-sql-connector .Query data. Insert data. Query metadata. Cursor and connection management. Configure logging.Regards,Willjoe

  • 6 kudos
8 More Replies
User16830818524
by Databricks Employee
  • 9438 Views
  • 2 replies
  • 1 kudos

Resolved! Host R Shiny App

Can I host a R Shiny App on a Databricks cluster?

  • 9438 Views
  • 2 replies
  • 1 kudos
Latest Reply
mgiglia
Contributor
  • 1 kudos

I’ll be asking my rep about the hosted RShiny server in private preview— our team didn’t know about that so we’ve struggled through putting our shiny app (developed on Databricks using RStudio, that part was fantastic) into a container and hosting it...

  • 1 kudos
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Somi
by New Contributor III
  • 2525 Views
  • 1 replies
  • 1 kudos

UnimplementedError; Operation not supported

I am trying to fit a model with callbacks including Tensorboard, history and checkpoint.Then I am loading the model and when trying to fit it again on more epochs, I am receiving this error:UnimplementedError: /dbfs/<path_to_history dir>/history.csv;...

  • 2525 Views
  • 1 replies
  • 1 kudos
Sarang2610
by New Contributor II
  • 2548 Views
  • 1 replies
  • 2 kudos

MLflow

What kind of features I can use with MLflow?

  • 2548 Views
  • 1 replies
  • 2 kudos
Latest Reply
Anonymous
Not applicable
  • 2 kudos

https://docs.databricks.com/applications/mlflow/index.htmlwww.MyAARPMedicare.com

  • 2 kudos
JD2
by Contributor
  • 2120 Views
  • 0 replies
  • 0 kudos

Hubs make key management easier (natural keys from hubs can be converted to surrogate keys via Identity columns).

In this blog https://databricks.com/blog/2022/06/24/prescriptive-guidance-for-implementing-a-data-vault-model-on-the-databricks-lakehouse-platform.htmlIt is mention that "Data Vault modeling recommends using a hash of business keys as the primary key...

  • 2120 Views
  • 0 replies
  • 0 kudos
Vpax
by New Contributor
  • 2548 Views
  • 2 replies
  • 0 kudos

Resolved! How does ML Flow work with Databricks monitoring product recently released ?

Does the monitoring tool interact with MLFlow and Feature Store too ?

  • 2548 Views
  • 2 replies
  • 0 kudos
Latest Reply
BilalAslamDbrx
Databricks Employee
  • 0 kudos

@VirooPax Mirji​ what "monitoring tool" are you referring to?

  • 0 kudos
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JBOCACHICA
by Databricks Partner
  • 2723 Views
  • 2 replies
  • 1 kudos

Resolved! Databricks high availability

Hi all, i’m are trying to define a HA model within databricks, cuz the lastest failure on Azure, I would like to know if there is a way to have an HA model multicloud, or what do you recommend about this?Regards

  • 2723 Views
  • 2 replies
  • 1 kudos
Latest Reply
Rheiman
Contributor II
  • 1 kudos

Agree, there are added costs to multicloud. Don't forget to peer your vnets to keep latency low.

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