Python experiment-tracking

Open-source Python projects categorized as experiment-tracking
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Topics: Machine Learning Mlops Data Science Python mlflow
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Top 7 Python experiment-tracking Projects

  • Kedro

    Kedro is a toolbox for production-ready data science. It uses software engineering best practices to help you create data engineering and data science pipelines that are reproducible, maintainable, and modular.

    • Project mention: Nextflow: Data-Driven Computational Pipelines | news.ycombinator.com | 2023-08-10

    Interesting, thanks for sharing. I'll definitely take a look, although at this point I am so comfortable with Snakemake, it is a bit hard to imagine what would convince me to move to another tool. But I like the idea of composable pipelines: I am building a tool (too early to share) that would allow to lay Snakemake pipelines on top of each other using semi-automatic data annotations similar to how it is done in kedro (https://github.com/kedro-org/kedro).

  • aim

    Aim 💫 — An easy-to-use & supercharged open-source experiment tracker.

    • Project mention: aim VS cascade - a user suggested alternative | libhunt.com/r/aim | 2023-12-05

  • Scout Monitoring

    Free Django app performance insights with Scout Monitoring. Get Scout setup in minutes, and let us sweat the small stuff. A couple lines in settings.py is all you need to start monitoring your apps. Sign up for our free tier today.

    Scout Monitoring logo

  • mlrun

    MLRun is an open source MLOps platform for quickly building and managing continuous ML applications across their lifecycle. MLRun integrates into your development and CI/CD environment and automates the delivery of production data, ML pipelines, and online applications.

  • optscale

    FinOps 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

  • mandala

    A powerful and easy to use Python framework for experiment tracking and incremental computing

    • Project mention: Mandala: A little plaground for testing pixel logic patterns | news.ycombinator.com | 2024-03-07

    I was so confused, expecting this to be some trickery related to the computational-graph-memoization-and-exploration tool "mandala" https://github.com/amakelov/mandala

  • bunny-party

    A demonstration of how DVC and MLFlow can be used in the task of data relabeling

    • Project mention: Show HN: Demo of using DVC and MLFlow for ML experiments | news.ycombinator.com | 2024-01-29

  • CML_AMP_MLFlow_Tracking

    Experiment tracking with MLFlow.

    • Project mention: FLaNK Stack Weekly for 14 Aug 2023 | dev.to | 2023-08-14

  • 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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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 experiment-tracking related posts

Index

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

Project Stars
1 Kedro 9,409
2 aim 4,865
3 mlrun 1,323
4 optscale 1,028
5 mandala 231
6 bunny-party 10
7 CML_AMP_MLFlow_Tracking 4

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