Python mlflow

Open-source Python projects categorized as mlflow

Top 9 Python mlflow Projects

  • MLflow

    Open source platform for the machine learning lifecycle

    Project mention: MLflow experiments grouping/naming conventions | | 2023-03-08

    Hi, we are considering using MLflow for experiment tracking in my company and bunch of us have been looking into this tool and we do like it. There is only one thing I am unsure about and that is experiment grouping or some kind of separating experiments into different folders. I think this FR describes exactly what we would like

  • koalas

    Koalas: pandas API on Apache Spark

    Project mention: My new company uses Pyspark. I want to learn it before my starting date. Any advice? | | 2022-11-10

    If they're using databricks and you're familiar with pandas, koalas should be right up your alley .

  • Sonar

    Write Clean Python Code. Always.. Sonar helps you commit clean code every time. With over 225 unique rules to find Python bugs, code smells & vulnerabilities, Sonar finds the issues while you focus on the work.

  • lightning-hydra-template

    PyTorch Lightning + Hydra. A very user-friendly template for ML experimentation. ⚡🔥⚡

    Project mention: [D] Is Pytorch Lightning + Wandb a good combination for research? | | 2023-03-11

    I can't say for sure whether it is the best combination for research in the long run, but if you do go down that route I have found this template very useful

  • MLServer

    An inference server for your machine learning models, including support for multiple frameworks, multi-model serving and more

    Project mention: Multi-model serving options | | 2023-02-12

    You've already mentioned Seldon Core which is well worth looking at but if you're just after the raw multi-model serving aspect rather than a fully-fledged deployment framework you should maybe take a look at the individual inference servers: Triton Inference Server and MLServer both support multi-model serving for a wide variety of frameworks (and custom python models). MLServer might be a better option as it has an MLFlow runtime but only you will be able to decide that. There also might be other inference servers that do MMS that I'm not aware of.

  • mnist-mlops-learning

    In this project I played with mlflow, streamlit and fastapi to create a training and prediction app on digits

  • domino-research

    Projects developed by Domino's R&D team

  • mlsync

    Sync your ML data with your favorite productivity tools!

    Project mention: [P] Track your ML Projects from Notion! | | 2022-06-28

    Do you want to compare the loss with hyperparameters? I think we got that working: Demo. Or, did you mean, some plots to visualize the same? Unfortunately, Notion API doesn't support images and hosting it elsewhere would cost $$.

  • InfluxDB

    Access the most powerful time series database as a service. Ingest, store, & analyze all types of time series data in a fully-managed, purpose-built database. Keep data forever with low-cost storage and superior data compression.

  • mlf-core

    CPU and GPU deterministic and therefore fully reproducible machine learning pipelines using MLflow.

  • MLOps

    MLOps template with examples for Data pipelines, ML workflow management, API development and Monitoring. (by kuutsav)

NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020). The latest post mention was on 2023-03-11.

Python mlflow related posts


What are some of the best open-source mlflow projects in Python? This list will help you:

Project Stars
1 MLflow 13,865
2 koalas 3,253
3 lightning-hydra-template 2,417
4 MLServer 366
5 mnist-mlops-learning 76
6 domino-research 74
7 mlsync 59
8 mlf-core 36
9 MLOps 34
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