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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

GabrieleMuciacc
by New Contributor III
  • 12137 Views
  • 10 replies
  • 12 kudos

Resolved! Delete feature tables through the Python API

The documentation explains how to delete feature tables through the UI. Is it possible to do the same using the Python FeatureStoreClient? I cannot find anything in the docs: https://docs.databricks.com/_static/documents/feature-store-python-api-refe...

  • 12137 Views
  • 10 replies
  • 12 kudos
Latest Reply
User16788316720
Databricks Employee
  • 12 kudos

from databricks import feature_store fs = feature_store.FeatureStoreClient() fs.drop_table(FEATURE_TABLE_NAME)As of Databricks Runtime 10.5 for ML. Docs

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parthsalvi
by Contributor
  • 3664 Views
  • 1 replies
  • 2 kudos

py4j.security.Py4JSecurityException: Constructor public com.databricks.backend.daemon.dbutils.FSUtilsParallel(org.apache.spark.SparkContext) is not whitelisted. - DBR 10.4 LTS Shared mode

We're trying to update permission in Unity Catalog using spark sql statetment spark.sql("ALTER TABLE %s.%s OWNER TO `%s`;" % (raw_schema, table_name, 'Metastore_Admins'))But we're running into following error We're facing issues like these in DBR 10....

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  • 3664 Views
  • 1 replies
  • 2 kudos
Latest Reply
Aviral-Bhardwaj
Esteemed Contributor III
  • 2 kudos

I have seen this beforeso there is one file in the DBFS where we have to write the whitelisted file , so you have to find out where is your whitelisted file location after that you have to add that "com.databricks.....parallel" line in that file and ...

  • 2 kudos
isaac_gritz
by Databricks Employee
  • 3672 Views
  • 1 replies
  • 4 kudos

Databricks MLOps Best Practices

Where to find the best practices on MLOps on DatabricksWe recommend checking out the Big Book of MLOps for detailed guidance on MLOps best practices on Databricks including reference architectures.For a deep dive on the Databricks Feature store, we r...

  • 3672 Views
  • 1 replies
  • 4 kudos
Latest Reply
sher
Valued Contributor II
  • 4 kudos

you can check here https://docs.databricks.com/machine-learning/mlops/mlops-workflow.html

  • 4 kudos
Sujitha
by Databricks Employee
  • 1961 Views
  • 2 replies
  • 6 kudos

Weekly Release Notes RecapHere’s a quick recap of the latest release notes updates from the past one week. Databricks platform release notes December ...

Weekly Release Notes RecapHere’s a quick recap of the latest release notes updates from the past one week.Databricks platform release notes December 5 - 16, 2022Databricks JDBC driver 2.6.32Version 2.6.32 of the Databricks JDBC driver (download and M...

  • 1961 Views
  • 2 replies
  • 6 kudos
Latest Reply
Harun
Honored Contributor
  • 6 kudos

Thanks for sharing @Sujitha Ramamoorthy​ 

  • 6 kudos
1 More Replies
Geeya
by New Contributor II
  • 2254 Views
  • 0 replies
  • 1 kudos

parallel run in job pipeline

I am trying to build a pipeline which deploys a ML model, and I want to build the pipeline in Workflow/jobs. In task of prediction of the model, I have hundreds of groups of input features, I use a for loop to get one group of input features and do ...

  • 2254 Views
  • 0 replies
  • 1 kudos
PNegro
by New Contributor III
  • 5467 Views
  • 4 replies
  • 4 kudos

conda-env: error: unrecognized arguments: 'virtualenv': 'python_env.yaml'

I have registered an experiment as model in the model registry and when I start serving the model I get the following error:usage: conda-env [-h] {create,export,list,remove,update,config} ...conda-env: error: unrecognized arguments: 'virtualenv': 'py...

  • 5467 Views
  • 4 replies
  • 4 kudos
Latest Reply
PNegro
New Contributor III
  • 4 kudos

Hi Follks, Is there any new on this?.What should I do?ThanksBestPablo

  • 4 kudos
3 More Replies
Alison7759
by New Contributor
  • 1519 Views
  • 0 replies
  • 0 kudos

PYSPARK - Can't run DecisionTreeClassifier everytime

Hello community,It's my first time here and i have a poor english so sorry for the mistakes I want to make a decision tree in pyspark on a training data (then i would like to evaluate it on a testing data). My target is a variable with 2 values ("one...

  • 1519 Views
  • 0 replies
  • 0 kudos
steve_sobel
by Databricks Employee
  • 1390 Views
  • 0 replies
  • 2 kudos

Curbing toxic players with data and machine learning  A Unity study paints a grim picture of the g@ming community’s propensity for toxicity. It found ...

Curbing toxic players with data and machine learningA Unity study paints a grim picture of the g@ming community’s propensity for toxicity. It found seven out of 10 players have experienced some form of frequent toxic behavior — nearly half of players...

  • 1390 Views
  • 0 replies
  • 2 kudos
boyelana
by Contributor III
  • 6240 Views
  • 7 replies
  • 13 kudos

Resolved! Getting started with Databricks Machine Learning

hello all,I am fairly new to Databricks technologies and I have taken the Lakehouse Fundamentals course but I am interested in Machine Learning technologies. I will appreciate any help with materials and curated free study paths and packs that can he...

  • 6240 Views
  • 7 replies
  • 13 kudos
Latest Reply
Anonymous
Not applicable
  • 13 kudos

https://pages.databricks.com/rs/094-YMS-629/images/LearningSpark2.0.pdf is a free book and has some machine learning examples. The way I learned was mostly from the docs, which are good and have good coding examples.

  • 13 kudos
6 More Replies
zhh210
by New Contributor III
  • 4407 Views
  • 2 replies
  • 1 kudos

MLflow stopped working after one a few successful runs

Both the mlflow.log_metrics() call and the web UI worked in the first few days but started failing at some point. The log doesn't give any clue why this is happening. It's suspicious but is there a limit of mlflow requests? It's quite annoying that t...

image
  • 4407 Views
  • 2 replies
  • 1 kudos
Latest Reply
Anonymous
Not applicable
  • 1 kudos

The MLflow slack may be a good place to ask:

  • 1 kudos
1 More Replies
NhatHoang
by Valued Contributor II
  • 7955 Views
  • 3 replies
  • 15 kudos

Resolved! Do One-Hot-Encoding (OHE) before or after split data to train and test dataframe

Hi,I wonder that I should do OHE before or after I split data to build up a ML model.Please give some advise.

  • 7955 Views
  • 3 replies
  • 15 kudos
Latest Reply
LandanG
Databricks Employee
  • 15 kudos

Hi @Nhat Hoang​ ,While not Databricks-specific, here's a good answer:"If you perform the encoding before the split, it will lead to data leakage (train-test contamination). In this sense, you will introduce new data (integers of Label Encoders) and u...

  • 15 kudos
2 More Replies
garymm
by New Contributor
  • 934 Views
  • 0 replies
  • 0 kudos

Databricks-hosted MLFlow ignores the `mlflow.user` tag when set in the "runs/create" REST API call and doesn't let me change it after a ...

Databricks-hosted MLFlow ignores the `mlflow.user` tag when set in the "runs/create" REST API call and doesn't let me change it after a run is created.Open source MLFlow respects the tag.Could you please change the server to respect this field when i...

  • 934 Views
  • 0 replies
  • 0 kudos
rjwswenson
by New Contributor II
  • 6694 Views
  • 7 replies
  • 15 kudos

What programming frameworks and languages can be used with Databricks Feature Store

To leverage Databricks feature store, can only Python be utilized? If otherwise, what other language frameworks are supported. Below is my question in 2 partsPart 1) What languages can be utilized to write data frames as feature tables in the Feature...

  • 6694 Views
  • 7 replies
  • 15 kudos
Latest Reply
boyelana
Contributor III
  • 15 kudos

you can use any of these languages Python, SQL, Scala and R

  • 15 kudos
6 More Replies
User16752245767
by Databricks Employee
  • 2868 Views
  • 3 replies
  • 10 kudos

I am Avi, a Solutions Architect at Databricks. We have built an application to demonstrate how AI-capabilities could be easily integrated to deliver n...

I am Avi, a Solutions Architect at Databricks. We have built an application to demonstrate how AI-capabilities could be easily integrated to deliver novel user experiences. The application allows users to submit images and text, and uses these inputs...

  • 2868 Views
  • 3 replies
  • 10 kudos
Latest Reply
Ajay-Pandey
Databricks MVP
  • 10 kudos

Hi @Avinash Sooriyarachchi​ Thanks for sharing it.

  • 10 kudos
2 More Replies

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