Python ml-ops

Open-source Python projects categorized as ml-ops
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Topics: Data Science Machine Learning Pipeline Python Automation
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Top 3 Python ml-ops Projects

  • Prefect

    The easiest way to build, run, and monitor data pipelines at scale.

    • Project mention: Prefect: A workflow orchestration tool for data pipelines | news.ycombinator.com | 2024-03-13

  • sematic

    An open-source ML pipeline development platform

  • 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.

    InfluxDB logo

  • flama

    Fire up your models with the flame 🔥

    • Project mention: Introducing Flama for Robust Machine Learning APIs | dev.to | 2023-12-18

    There has been a considerable effort in the last few years to try and standardise the way in which these type of APIs are implemented via different frameworks. However, over the last few years, a new type of functionality has become more and more popular: machine learning (ML) models; and the existing frameworks for building APIs are not well suited for this type of functionality. In this series of posts, we will learn how to build APIs using a Framework for the development of Lightweight Applications and Machine-learning Automation, also known as Flama.

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 ml-ops related posts

  • Show HN: Python Monitoring for LLMs, OpenAI, Inference, GPUs

    2 projects | news.ycombinator.com | 4 Apr 2023

  • Show HN: Python Monitoring for AI: LLMs, OpenAI, Inference, GPUs

    1 project | news.ycombinator.com | 29 Mar 2023

  • Show HN: Python Monitoring for AI: LLMs, OpenAI, Inference, GPUs

    2 projects | news.ycombinator.com | 28 Mar 2023

  • [N] Monitor OpenAI API Latency, Tokens, Rate Limits, and More with Graphsignal

    1 project | /r/MachineLearning | 31 Jan 2023

  • Monitor OpenAI API Latency, Tokens, Rate Limits, and More

    1 project | news.ycombinator.com | 31 Jan 2023

  • What is “production” Machine Learning?

    1 project | dev.to | 18 Jan 2023

  • Sematic – an open-source ML pipelining tool built by ex-Cruise engineers

    1 project | /r/mlops | 1 Dec 2022
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    www.saashub.com | 10 May 2024
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Index

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

Project Stars
1 Prefect 14,724
2 sematic 946
3 flama 255

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