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Questions tagged [mlops]

This tag is for programming questions about MLOps, which is the application of DevOps principles in the design and deployment of Machine Learning (ML) systems.

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Related tags

  • mlflow
  • kubeflow
  • feature-store
228 questions
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Deploy/update Azure ML Model Using Az Ml CLI in Azure pipelines

I'm trying to deploy the azure ml model if not exists in the workspace and when the model is already available in the registered workspace then update the model with the latest version only when an update is available, but I don't know how this…
sree
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Get the probabilities out of a sklearn pipeline using GBM

I have a pipeline which takes in TFIDF vectorizer and GBM binary classifier and gives me the label and probability. In production, I dont want the label, I just want the probability of 1 coming out of the pipeline. Can I make changes to the pipeline…
Gaurab Das
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How to create MLOps vertex ai pipeline with custom sklearn code?

I'm trying to build MLOps pipeline using vertex ai but failing to deploy it @dsl.pipeline( # Default pipeline root. You can override it when submitting the pipeline. pipeline_root=PIPELINE_ROOT, # A name for the pipeline. Use to…
Himanshu
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Why is MLFLow unable to log metrics, artifacts while using MLFlow Project in Docker environment?

I am trying to store metrics and artifacts on host after running MLProject in a docker environment.I am expecting that when the experiment completes successfully, artifacts, metrics folders in mlruns/ folder should have values and be shown on mlflow…
kusur
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I am unable to integrate mlrun to my code?

I am trying to integrate MLRun to classify my toxic comments using keras code but I am unable to integrate with my code. can anyone show me where to modify my code to integrate MLRun to my code. I am attaching my code below. MLRun - link MLRun is an…
user15957418
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1 answer

Serverless machine learning: where should one store their models?

I'm deploying a serverless NLP app, made using BERT. I'm currently using Serverless Framework and AWS ECR to overcome AWS Lambda deployment package limit of 250 MB (PyTorch already occupies more than that space). I'm quite happy with this solution…
wtfzambo
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1 answer

Machine Learning models on AWS Sagemaker + Quicksight as a front end

Suppose I have a trained model into Sagemaker. It is not an AWS pre built model. This model will be accessed by users, who will pass input data to its inference server endpoint and the results must to be exhibited into a dashboard. First question:…
horatio
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MLFlow run: Pass parameters in a file instead of key/value pairs

Usually when running an MLProject, I would use something similar to: mlflow run . -P alpha=0.1 -P l1_ratio=0.9 Is it possible to pass a file containing the key/value pairs instead ? so something like: mlflow run . --file ./parametrs where…
LonelyDaoist
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How to upload a jupyter notebook service to be used by different users?

I need to upload the jupyter notebook service that will be consumed by several users. The requirements I need to meet are: Isolation: It is necessary to ensure that a user does not have access to other user's libraries. Authen: Whoever uses the…
Bruno Campos
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3 answers

Grafana with kubeflow

I am trying to integrate Grafana with my kubeflow in order to monitor my model. I have no clue from where to start as I am not able to find anything in the documentation. Can someone help?
Shivangi Bhardwaj
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MLOps - How to refresh a ML model

The image below show the two pipelines that we have in my company to manage the life cycle of a model. The first pipeline, "Application", relates to the creation of the application component that host the model and has the inference logic. The…
kipliko
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MLflow authentication

How do I create an app such that everytime any user enters our login uri ,it prompts him to enter username and password and only in case of correct password it allow him Basically I tried using Mlflow client and evironemnt variables bit its not…
rahul choudhary
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MLOps pipelines clarification using several tools

I study this image below as a MLOps student. It is not official, I did not take a course or anything likewise. This makes the effort self-indulgent. I do not look for the answer to my questions, but maybe some material for me to read. MLOps The…
Bruno Peixoto
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have problems with prefect worker's running

**Can't run prefect worker in localhost. The system gaves the next problem. ** > *Flow could not be retrieved from deployment.Traceback (most recent call last):File "", line 846, in > exec_moduleFile "
Rollan Sapyshev
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1 answer

MLFlow error during `mlflow ui` in terminal

The previous week everything was fine and I did experiment tracking. This week when I ran it, that is, when I wrote mlflow ui in the terminal in the same directory where the project was, it started me giving error. Error: File…
KUNAL DEY
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