Top 9 Python mlflow Projects

MLflow

17 13,865 9.6 Python

Open source platform for the machine learning lifecycle

Project mention: MLflow experiments grouping/naming conventions | reddit.com/r/mlops | 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 https://github.com/mlflow/mlflow/issues/4595.
koalas

1 3,253 0.0 Python

Koalas: pandas API on Apache Spark

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

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

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lightning-hydra-template

3 2,417 8.7 Python

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

Project mention: [D] Is Pytorch Lightning + Wandb a good combination for research? | reddit.com/r/MachineLearning | 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

2 366 9.7 Python

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

Project mention: Multi-model serving options | reddit.com/r/mlops | 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

0 76 0.0 Python

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

0 74 1.0 Python

Projects developed by Domino's R&D team
mlsync

1 59 7.2 Python

Sync your ML data with your favorite productivity tools!

Project mention: [P] Track your ML Projects from Notion! | reddit.com/r/MachineLearning | 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

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mlf-core

0 36 0.0 Python

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

0 34 2.7 Python

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.