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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

CBRS
by New Contributor II
  • 2325 Views
  • 2 replies
  • 1 kudos

Mlflow :loading script failed !!

I am using mlflow to track experimentation with databricks but todaty i tried to access my experimetations in dtabricks and i face the error .

image
  • 2325 Views
  • 2 replies
  • 1 kudos
Latest Reply
CBRS
New Contributor II
  • 1 kudos

I didn't manage to solve the error . I guess it is related to databricks community cloud because I tested with another account and it all the same.

  • 1 kudos
1 More Replies
jaredaw
by New Contributor II
  • 8513 Views
  • 2 replies
  • 2 kudos

Resolved! AutoML with Stratified Sampling

Is it possible to use a stratified sampling strategy for the train/test/validate splits that the automl library does? We are working in a context where we need to segregate certain groups from the training and test sets to see how our models general...

  • 8513 Views
  • 2 replies
  • 2 kudos
Latest Reply
Anonymous
Not applicable
  • 2 kudos

HI @Jared Webb​ Thank you for posting your question in our community! We are happy to assist you.To help us provide you with the most accurate information, could you please take a moment to review the responses and select the one that best answers yo...

  • 2 kudos
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MukulDegweker
by New Contributor
  • 6696 Views
  • 2 replies
  • 1 kudos

Isolation Forest prediction failing DLT pipeline, the same model works fine when prediction is done outside DLT pipeline.

Hey community membersI am new to Databricks and was building a simple DLT pipleine that loads data from S3 and runs an Isolation forest prediction to detect anomalies. The model has been stored in Model Registry. Here's the code for the pipeline:@dlt...

  • 6696 Views
  • 2 replies
  • 1 kudos
Latest Reply
Anonymous
Not applicable
  • 1 kudos

Hi @Mukul Degweker​ Hope all is well! Just wanted to check in if you were able to resolve your issue and would you be happy to share the solution or mark an answer as best? Else please let us know if you need more help. We'd love to hear from you.Tha...

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Saurabh707344
by New Contributor III
  • 1392 Views
  • 1 replies
  • 2 kudos

Sample Archietcture for Databricks MLOps

Do anyone have sample architectures for Mlops using Databricks and other possible variations of architecture ?

  • 1392 Views
  • 1 replies
  • 2 kudos
Latest Reply
Annapurna_Hiriy
Databricks Employee
  • 2 kudos

@Saurabh Singh​ This is well documented here:https://www.databricks.com/blog/2022/06/22/architecting-mlops-on-the-lakehouse.htmlPlease see: Reference architecture for MLOpsFurther refrences: Refer to The Big Book of MLOps for more discussion of the a...

  • 2 kudos
Anonymous
by Not applicable
  • 825 Views
  • 0 replies
  • 1 kudos

Hello Everyone, I am thrilled to announce that we have our 5th winner for the raffle contest - @Emilia​. Please join me in congratulating her on this ...

Hello Everyone,I am thrilled to announce that we have our 5th winner for the raffle contest - @Emilia​. Please join me in congratulating her on this remarkable achievement!Your dedication and hard work have paid off, and we are delighted to have you ...

Winner5
  • 825 Views
  • 0 replies
  • 1 kudos
BenLambert
by Contributor
  • 1495 Views
  • 1 replies
  • 1 kudos

When should you use the directory listing vs file notification

We are using Delta Live Tables for running ingestion pipelines and have come across the two options for the autoloader "file notification" vs "directory listing" this is reflected in the option cloudFiles.useIncrementalListing. We are wondering what ...

  • 1495 Views
  • 1 replies
  • 1 kudos
Latest Reply
Anonymous
Not applicable
  • 1 kudos

@Bennett Lambert​ :The choice between using "file notification" vs "directory listing" for the autoloader in Delta Live Tables depends on your specific use case and requirements. Here are some general guidelines:Use file notification if you need real...

  • 1 kudos
956020
by New Contributor II
  • 4101 Views
  • 1 replies
  • 3 kudos

Resolved! Issue with running multiprocessing on databricks: Python kernel is unresponsive error

Hello, My problem:I'm trying to run a pytorch code which include multiprocessing on databricks and mt code is crashing with the note: Fatal error: The Python kernel is unresponsive.The Python process exited with exit code 134 (SIGABRT: Aborted).Closi...

  • 4101 Views
  • 1 replies
  • 3 kudos
Latest Reply
-werners-
Esteemed Contributor III
  • 3 kudos

This is because multiprocessing will not use the distributed framework of spark/databricks.When you use that, your code will run on the driver only and the workers are not doing anything.More info here.So you should use a spark-enabled ML library, li...

  • 3 kudos
Priyag1
by Honored Contributor II
  • 1448 Views
  • 1 replies
  • 9 kudos

***Understanding Databricks Machine Learning Workspace - 1***Databricks Machine Learning helps you simplify and standardize your ML development proce...

***Understanding Databricks Machine Learning Workspace - 1***Databricks Machine Learning helps you simplify and standardize your ML development processes. It is helpful to :Train models either manually or with AutoML.Track training parameters and mo...

  • 1448 Views
  • 1 replies
  • 9 kudos
Latest Reply
samhita
New Contributor III
  • 9 kudos

good initiative

  • 9 kudos
MichaelO
by New Contributor III
  • 11655 Views
  • 3 replies
  • 1 kudos

XGBModel' object has no attribute 'feature_types'

I saved an xgboost boost model in filetstore as a pkl file.I call the model by the commands belowmodel = pickle.load(open('/.../model.pkl', 'rb'))model.predict_proba(df[features])The model has been running for sometime with the above commands but I n...

  • 11655 Views
  • 3 replies
  • 1 kudos
Latest Reply
Anonymous
Not applicable
  • 1 kudos

Hi @Michael Okelola​ Thank you for posting your question in our community! We are happy to assist you.To help us provide you with the most accurate information, could you please take a moment to review the responses and select the one that best answe...

  • 1 kudos
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Hubert-Dudek
by Esteemed Contributor III
  • 4866 Views
  • 0 replies
  • 2 kudos

Introducing the new databricks UI: a sleek and intuitive data science and engineering interface. Don’t miss this opportunity to experience the power a...

Introducing the new databricks UI: a sleek and intuitive data science and engineering interface. Don’t miss this opportunity to experience the power and simplicity of Databricks. Try it out today! 

ui1 ui2
  • 4866 Views
  • 0 replies
  • 2 kudos
Anonymous
by Not applicable
  • 904 Views
  • 0 replies
  • 1 kudos

 Hello Everyone, I am thrilled to announce that we have our 3rd winner for the raffle contest - @Jogeswara​. Please join me in congratulating him on t...

 Hello Everyone,I am thrilled to announce that we have our 3rd winner for the raffle contest - @Jogeswara​. Please join me in congratulating him on this remarkable achievement!Jogesswara, your dedication and hard work have paid off, and we are deligh...

Winner3
  • 904 Views
  • 0 replies
  • 1 kudos
Howard_w
by New Contributor
  • 3986 Views
  • 2 replies
  • 1 kudos

Resolved! Study material ML associate certification

Hi, is there an officially recommended book for the machine learning associate/professional certification? Or any sort of study guide or even third party course? I really struggle to find some study material for this activity.

  • 3986 Views
  • 2 replies
  • 1 kudos
Latest Reply
Priyag1
Honored Contributor II
  • 1 kudos

hello, to get an overview you may find out ML certification course from data bricks academy and refer the related concepts

  • 1 kudos
1 More Replies
Anonymous
by Not applicable
  • 1600 Views
  • 1 replies
  • 7 kudos

Train machine learning models: How can I take my ML lifecycle from experimentation to production?

Note: the following guide is primarily for Python users. For other languages, please view the following links: • Table batch reads and writes • Create a table in SQL • Visualizing data with DBSQLThis step-by-step guide will get your data...

Image Image Image Image
  • 1600 Views
  • 1 replies
  • 7 kudos
Latest Reply
Priyag1
Honored Contributor II
  • 7 kudos

I got good knowledge by your post . It is very clear . Thank you . Keep sharing like this posts .It will be helpful

  • 7 kudos
rohi
by New Contributor II
  • 1246 Views
  • 1 replies
  • 3 kudos
  • 1246 Views
  • 1 replies
  • 3 kudos
Latest Reply
Priyag1
Honored Contributor II
  • 3 kudos

@Rohini Singh​ what is your question exactly about program and code , be clear about what u wanna know

  • 3 kudos
qwerty1
by Contributor
  • 2232 Views
  • 1 replies
  • 1 kudos

Resolved! What is the disadvantage of using multiple Z-Order columns?

The documentation statesYou can specify multiple columns for  ZORDER BY as a comma-separated list. However, the effectiveness of the locality drops with each extra columnWhat does it mean for "effectiveness of the locality to drop" with each extra co...

  • 2232 Views
  • 1 replies
  • 1 kudos
Latest Reply
Anonymous
Not applicable
  • 1 kudos

@Ashwin Bhaskar​ :Z-ordering is a technique to improve the performance of queries that involve filtering and grouping on specific columns in a large distributed database. When a table is z-ordered on a certain column or set of columns, the data is so...

  • 1 kudos

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