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Top 12 Python mlflow Projects
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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optscale
FinOps and MLOps platform to run ML/AI and regular cloud workloads with optimal performance and cost.
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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
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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mlf-core
CPU and GPU deterministic and therefore fully reproducible machine learning pipelines using MLflow.
MLflow is an open-source platform for managing the end-to-end machine learning lifecycle. It includes features for experiment tracking, model versioning, and deployment, enabling developers to track and compare experiments, package models into reproducible runs, and manage model deployment across multiple environments.
Project mention: Profile and instrument ML experiments and optimize their performance expenses | news.ycombinator.com | 2023-09-27
Project mention: Show HN: Demo of using DVC and MLFlow for ML experiments | news.ycombinator.com | 2024-01-29
Python mlflow related posts
- Explain me how websites like Dall-E, chatgpt, thispersondoesntexit process the user data so quickly
- [D] What licensed software do you use for machine learning experimentation tracking?
- [Q] Is there a tool to keep track of my ML experiments?
- Remote file access vulnerability in `mlflow server` and `mlflow ui` CLIs
- Critical CVE in `mlflow` 2.2.0 and under: Remote file access vulnerability in `mlflow server` and `mlflow ui` CLIs; possible lateral movement into aws creds
- Critical remote unauthenticated system/cloud takeover in major AI tool
- MLflow experiments grouping/naming conventions
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A note from our sponsor - SaaSHub
www.saashub.com | 24 Apr 2024
Index
What are some of the best open-source mlflow projects in Python? This list will help you:
Project | Stars | |
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1 | MLflow | 17,234 |
2 | aim | 4,762 |
3 | koalas | 3,319 |
4 | optscale | 969 |
5 | MLServer | 568 |
6 | whitebox | 181 |
7 | mnist-mlops-learning | 93 |
8 | domino-research | 76 |
9 | mlsync | 68 |
10 | mlf-core | 45 |
11 | lightning-mlflow-hf | 42 |
12 | bunny-party | 10 |
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