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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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Data + AI Summit 2024 - Data Science & Machine Learning

Forum Posts

Himanshu_Rana
by New Contributor
  • 1888 Views
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AI

Today there is trending AI more than other technology and we know that it can go vast so that human get benefits fom this like in EV | Smart homes | Highly Optimized PC and  in Robotics which is growing rapidly because of bbom in AI.

  • 1888 Views
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Latest Reply
JesseFlores
New Contributor II
  • 0 kudos

Yes, I agreed with you.

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vysakhthek
by New Contributor
  • 2527 Views
  • 2 replies
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Resolved! Inquiry About Free Voucher or 75% off Voucher Availability

I am interestd in the Databricks Machine Learning Associate Certification Examination. Any ongoing event vouchers, discounts, or free voucher opportunities available for the Databricks Machine Learning Associate Examination?I would greatly appreciate...

Machine Learning
Events
machine learning
voucher
  • 2527 Views
  • 2 replies
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Latest Reply
youssefmrini
Honored Contributor III
  • 0 kudos

Indeed you will have a 50% discount

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manupmanoos
by New Contributor III
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  • 5 replies
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Resolved! How can I save a keras model from a python notebook in databricks to an s3 bucket?

I have a trained model on Databricks python notebook. How can I save this to an s3 bucket.

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Latest Reply
Kumaran
Valued Contributor III
  • 4 kudos

Hi @manupmanoos,Please check the below code on how to load the saved model back from the s3 bucketimport boto3 import os from keras.models import load_model # Set credentials and create S3 client aws_access_key_id = dbutils.secrets.get(scope="<scope...

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jcapplefields88
by New Contributor II
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  • 1 replies
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Expose low latency APIs from Deltalake for mobile apps and microservices

My company is using Deltalake to extract customer insights and run batch scoring with ML models. I need to expose this data to some microservices thru gRPC and REST APIs. How to do this? I'm thinking to build Spark pipelines to extract teh data, stor...

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stefnhuy
New Contributor III
  • 1 kudos

Hey everyone It's awesome that your company is utilizing Deltalake for extracting customer insights and running batch scoring with ML models. I can totally relate to the excitement and challenges of dealing with data integration for microservices and...

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aishashok
by New Contributor
  • 678 Views
  • 1 replies
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ML for personal use

Will I be able yo use the new LakeHouse products like IQ for personal use like portfolio’s and websites?

  • 678 Views
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Latest Reply
Kumaran
Valued Contributor III
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Hi @aishashok,Thank you for posting your question in the Databricks community.Yes, Databricks' new Lakehouse products like Databricks SQL Analytics, SQL Runtime, and Delta Lake can be used for a variety of data engineering and analytics use cases, in...

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Rajaniesh
by New Contributor III
  • 1880 Views
  • 2 replies
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Databricks assistant not enabling

 Hi,I have gone thru the databricks assistant article by Databricks https://docs.databricks.com/notebooks/notebook-assistant-faq.htmlIt clearly states that :Q: How do I enable Databricks Assistant?An account administrator must enable Databricks Assis...

  • 1880 Views
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Latest Reply
Kumaran
Valued Contributor III
  • 3 kudos

Hi @Rajaniesh,Databricks assistant is available now live. Please check the below blog for more details.More_details  

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SOlivero
by New Contributor III
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  • 3 replies
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Load a pyfunc model logged with Feature Store

Hi, I'm using Databricks Feature Store to register a custom model using a model wrapper as follows: # Log custom model to MLflow fs.log_model( artifact_path="model", model = production_model, flavor = mlflow.pyfunc, training_set = training_s...

  • 2896 Views
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Latest Reply
Kumaran
Valued Contributor III
  • 3 kudos

Hi @SOlivero Make sure that the model was in fact saved with the provided URI.The latest keyword will retrieve the latest version of the registered model when mlflow.pyfunc.load_model('models:/model_name/latest') is executed, not the highest version....

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EmirHodzic
by New Contributor II
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Resolved! Hyperopt Ray integration

Hello,Is there a way to integrate Hyperopt with Ray parallelisation? I have a simulation framework which I want to optimise, and each simulation run is set up to be a Ray process, however I am calling one simulation run in the objective function. Thi...

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Latest Reply
Kumaran
Valued Contributor III
  • 3 kudos

Hi @EmirHodzic Thank you for posting your question in the Databricks community. You can use Ray Tune, a tuning library that integrates with Ray, to parallelize your Hyperopt trials across multiple nodes.Here's a link to the documentation for HyperOpt...

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chidifrank
by New Contributor II
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  • 3 replies
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Provisioned concurrency of serving endpoints scales to zero

Hi, We provisioned the endpoint with 4 DBUs and also disabled the scale_to_zero option. For some reason, it randomly drops to 0 provisioned concurrency. Logs available in the serving endpoint service are not insightful. Currently, we are provisioning...

chidifrank_0-1690968368091.png
Machine Learning
Model serving
serving endpoints
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chidifrank
New Contributor II
  • 0 kudos

Hi,I apologize if my question wasn't clear; let me clarify it.We are not using the scale_to_zero option and we are not doing any warmup requests so it should never scale to zero despite traffic or zero traffic right?   

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sanjanag
by New Contributor II
  • 1880 Views
  • 4 replies
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Unable to access python variables in-between shells in same notebook

Unable to access Python variables in-between shells in the same notebook even if the entire code is written in Python. Getting error that unable to identify variable in the new cell 

  • 1880 Views
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Siebert_Looije
Contributor
  • 1 kudos

Hi, thanks for your message. Can you sent a screenshot of your notebook maybe?This makes it hard to debug what could be the cause of it?Also which runtime are you using, this could might be the issue. With my experience loading the pandas library sho...

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raghagra
by New Contributor III
  • 3253 Views
  • 4 replies
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Not able to log xgboost model to mlflow

I have been trying to log mlflow model but seems to be not working. It logs only the last(which is also the worst run).#-------------------------------------------------------13.0 ML XGBOost------------------------------------------------------------...

Machine Learning
mlflow
sparkxgbregressor
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raghagra
New Contributor III
  • 0 kudos

@Kumaran Ran this code, but any specific log that I should be looking for?

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AnnamalaiVR
by New Contributor
  • 821 Views
  • 1 replies
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MlflowException: Unsupported Databricks profile key prefix: ''. Key prefixes cannot be empty.

I am trying to fetch data from mlflow model registry in Databricks and to use it in my local notebook. But I don't find any resource in internet to do so. I want to configure my mlflow in such a way i can fetch model registry values from databricks w...

  • 821 Views
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Latest Reply
Kumaran
Valued Contributor III
  • 0 kudos

Hi @AnnamalaiVR,Thank you for posting the question in Databricks Community.In your Python code, import the MLflow library and create a client object to access your Model Registry. %pythonimport mlflow# Set the Databricks tracking URIdatabricks_host =...

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Northp
by New Contributor II
  • 3412 Views
  • 2 replies
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Resolved! Differences between Feature Store and Unity Catalog

Our small team has just finished the data preparation phase of our project and started data analysis in Databricks. As we go deeper into this field, we're trying to understand the distinctions and appropriate uses for a Feature Store versus a Unity C...

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Latest Reply
Vinay_M_R
Valued Contributor II
  • 2 kudos

Hi @Northp  Good day!1.)  A Feature Store is a centralized repository that enables data scientists to find and share features, ensuring that the same code used to compute the feature values is used for model training and inference. It is particularly...

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db_noob
by New Contributor II
  • 3051 Views
  • 5 replies
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Azure - Databricks - account storage gen 2

Hello Every one, i am really new to databricks, just passed my apache developer certification on it.i also have a certification on data engineering with Azure.some fancy words here but i only started doing real deep work on them as i started a person...

  • 3051 Views
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Latest Reply
Debayan
Esteemed Contributor III
  • 9 kudos

Hi,If we go by the error , Invalid configuration value detected for fs.azure.account.keyStorage account access key to access data using the abfssprotocol cannot be used. Please refer this https://learn.microsoft.com/en-us/azure/databricks/storage/azu...

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gary7135
by New Contributor II
  • 3490 Views
  • 6 replies
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CUDA out of memory

I am trying out the new Meta LLama2 model.Following the databricks provided notebook example: https://github.com/databricks/databricks-ml-examples/blob/master/llm-models/llamav2/llamav2-13b/01_load_inference.py I keep getting CUDA out of memory. My G...

  • 3490 Views
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Latest Reply
Anonymous
Not applicable
  • 1 kudos

Hi @Kumaran  Hope you are well. Just wanted to see if you were able to find an answer to your question and would you like to mark an answer as best? It would be really helpful for the other members too. Cheers!

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