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Top 12 Python mlflow Projects
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Tools: Implement logging using tools like MLFlow or Weights & Biases (W&B), which provide a structured way to track experiments, compare them visually, and share findings with your team. These tools integrate seamlessly with most machine learning frameworks, making it easier to adopt them in your existing workflows.
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optscale
FinOps, MLOps and cloud cost optimization tool. Supports AWS, Azure, GCP, Alibaba Cloud and Kubernetes.
Project mention: Profile and instrument ML experiments and optimize their performance expenses | news.ycombinator.com | 2023-09-27 -
MLServer
An inference server for your machine learning models, including support for multiple frameworks, multi-model serving and more
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whitebox
[Not Actively Maintained] Whitebox is an open source E2E ML monitoring platform with edge capabilities that plays nicely with kubernetes (by squaredev-io)
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mnist-mlops-learning
In this project I played with mlflow, streamlit and fastapi to create a training and prediction app on digits
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InfluxDB
Purpose built for real-time analytics at any scale. InfluxDB Platform is powered by columnar analytics, optimized for cost-efficient storage, and built with open data standards.
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mlf-core
CPU and GPU deterministic and therefore fully reproducible machine learning pipelines using MLflow.
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Project mention: Show HN: Demo of using DVC and MLFlow for ML experiments | news.ycombinator.com | 2024-01-29
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).
Python mlflow discussion
Python mlflow related posts
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Accelerating into AI: Lessons from AWS
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Mlflow: Open-source platform for the machine learning lifecycle
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Observations on MLOps–A Fragmented Mosaic of Mismatched Expectations
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Explain me how websites like Dall-E, chatgpt, thispersondoesntexit process the user data so quickly
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[D] What licensed software do you use for machine learning experimentation tracking?
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[Q] Is there a tool to keep track of my ML experiments?
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Remote file access vulnerability in `mlflow server` and `mlflow ui` CLIs
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A note from our sponsor - InfluxDB
www.influxdata.com | 20 Sep 2024
Index
What are some of the best open-source mlflow projects in Python? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | MLflow | 18,334 |
| 2 | aim | 5,150 |
| 3 | koalas | 3,328 |
| 4 | optscale | 1,193 |
| 5 | MLServer | 687 |
| 6 | whitebox | 182 |
| 7 | mnist-mlops-learning | 100 |
| 8 | domino-research | 76 |
| 9 | mlsync | 71 |
| 10 | lightning-mlflow-hf | 55 |
| 11 | mlf-core | 46 |
| 12 | bunny-party | 10 |
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