Python ml-platform

Open-source Python projects categorized as ml-platform
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Topics: Machine Learning Mlops Data Science Deep Learning AI
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Top 5 Python ml-platform Projects

  • wandb

    ๐Ÿ”ฅ A tool for visualizing and tracking your machine learning experiments. This repo contains the CLI and Python API.

    • Project mention: A list of SaaS, PaaS and IaaS offerings that have free tiers of interest to devops and infradev | dev.to | 2024-02-05

    Weights & Biases โ€” The developer-first MLOps platform. Build better models faster with experiment tracking, dataset versioning, and model management. Free tier for personal projects only, with 100 GB of storage included.

  • metaflow

    :rocket: Build and manage real-life ML, AI, and data science projects with ease!

    • Project mention: FLaNK Stack 05 Feb 2024 | dev.to | 2024-02-05

  • 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

  • BentoML

    The easiest way to serve AI/ML models in production - Build Model Inference Service, LLM APIs, Multi-model Inference Graph/Pipelines, LLM/RAG apps, and more!

    • Project mention: Who's hiring developer advocates? (December 2023) | dev.to | 2023-12-04

    Link to GitHub -->

  • skypilot

    SkyPilot: Run LLMs, AI, and Batch jobs on any cloud. Get maximum savings, highest GPU availability, and managed executionโ€”all with a simple interface.

    • Project mention: Alternative clouds are booming as companies seek cheaper access to GPUs | news.ycombinator.com | 2024-05-06

    Skypilot is worth a mention here:

    https://github.com/skypilot-org/skypilot

    Open source CLI to deploy multiple gpu vmโ€™s on all major cloud providers, with an option to use spot pricing with 1 cheap vm used as a controller to always make sure you have the most inexpensive deployment available with failover and load balancing.

    Itโ€™s like beating the cloud providers at their own game I wouldnโ€™t be surprised if they banned it.

  • energy-forecasting

    ๐ŸŒ€ ๐—ง๐—ต๐—ฒ ๐—™๐˜‚๐—น๐—น ๐—ฆ๐˜๐—ฎ๐—ฐ๐—ธ ๐Ÿณ-๐—ฆ๐˜๐—ฒ๐—ฝ๐˜€ ๐— ๐—Ÿ๐—ข๐—ฝ๐˜€ ๐—™๐—ฟ๐—ฎ๐—บ๐—ฒ๐˜„๐—ผ๐—ฟ๐—ธ | ๐—Ÿ๐—ฒ๐—ฎ๐—ฟ๐—ป ๐— ๐—Ÿ๐—˜ & ๐— ๐—Ÿ๐—ข๐—ฝ๐˜€ for free by designing, building and deploying an end-to-end ML batch system ~ ๐˜ด๐˜ฐ๐˜ถ๐˜ณ๐˜ค๐˜ฆ ๐˜ค๐˜ฐ๐˜ฅ๐˜ฆ + 2.5 ๐˜ฉ๐˜ฐ๐˜ถ๐˜ณ๐˜ด ๐˜ฐ๐˜ง ๐˜ณ๐˜ฆ๐˜ข๐˜ฅ๐˜ช๐˜ฏ๐˜จ & ๐˜ท๐˜ช๐˜ฅ๐˜ฆ๐˜ฐ ๐˜ฎ๐˜ข๐˜ต๐˜ฆ๐˜ณ๐˜ช๐˜ข๐˜ญ๐˜ด

    • Project mention: Full Stack 7-Steps MLOps Framework โ€“ Learn ML and MLOps by Building an ML System | news.ycombinator.com | 2023-09-26

  • 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
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-platform related posts

  • ML Experiments Management with Git

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

  • project ideas/advice for entry-level grad jobs?

    1 project | /r/MLQuestions | 13 Jun 2023

  • Two high schoolers trying to use Azure/GCP/AWS- need help!

    1 project | /r/googlecloud | 11 May 2023

  • Determined: Deep Learning Training Platform

    1 project | news.ycombinator.com | 24 Mar 2023

  • Queueing/Resource Management Solutions for Self Hosted Workstation?

    1 project | /r/mlops | 23 Jan 2023

  • Congratulations on v1.0, BentoML ๐Ÿฑ ! You are r/mlops OSS of the month!

    1 project | /r/mlops | 31 Jul 2022

  • Show HN: BentoML goes 1.0 โ€“ A faster way to ship your models to production

    1 project | news.ycombinator.com | 13 Jul 2022
  • A note from our sponsor - SaaSHub
    www.saashub.com | 1 Jun 2024
    SaaSHub helps you find the best software and product alternatives Learn more โ†’

Index

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

Project Stars
1 wandb 8,354
2 metaflow 7,688
3 BentoML 6,650
4 skypilot 5,800
5 energy-forecasting 798

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