federated-learning-framework

Open-source projects categorized as federated-learning-framework
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Language: + Python + Jupyter Notebook
Topics: Machine Learning federated-learning Deep Learning Python federated-analytics
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Top 3 federated-learning-framework Open-Source Projects

  • flower

    Flower: A Friendly Federated Learning Framework (by adap)

    • Project mention: Pyenv – lets you easily switch between multiple versions of Python | news.ycombinator.com | 2024-03-25

    We use Pyenv successfully for developing the Flower open-source project. We use a few simple Bash scripts to manage virtual environments with different Python versions via pyenv and the pyenv-virtualenv plugin.

    The main scripts are `venv-create.sh`, `venv-delete.sh` and `bootstrap.sh`. `venv-reset.sh` pulls these three scripts together to make reinstalling your venv a single command.

    Here's the link if anyone is interested: https://github.com/adap/flower/tree/main/dev

  • openfl

    An open framework for Federated Learning. (by securefederatedai)

  • 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

  • pfl-research

    Simulation framework for accelerating research in Private Federated Learning

    • Project mention: Pfl: Python framework for Private Federated Learning simulations | news.ycombinator.com | 2024-03-05
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).

federated-learning-framework related posts

  • collectively-powered LLM

    1 project | /r/MLQuestions | 30 Mar 2023

  • Transformer fine-tuning on decentralized data

    2 projects | /r/learnmachinelearning | 29 Mar 2023

  • Launch HN: Flower (YC W23) – Train AI models on distributed or sensitive data

    6 projects | news.ycombinator.com | 22 Mar 2023

  • PG: We can't all use AI. Someone has to generate the training data

    2 projects | news.ycombinator.com | 14 Mar 2023

  • Call for Volunteers in Machine Learning User Study

    2 projects | /r/BATProject | 6 Sep 2022

  • D4 Data presents Podcast #15 "Federated Learning with Flower"

    1 project | /r/ArtificialInteligence | 4 May 2022

  • Flower Team Releases Flower 0.18 With Cool New Updates For Federated Learning

    1 project | /r/artificial | 29 Mar 2022
  • A note from our sponsor - InfluxDB
    www.influxdata.com | 15 May 2024
    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. Learn more →

Index

What are some of the best open-source federated-learning-framework projects? This list will help you:

Project Stars
1 flower 4,251
2 openfl 662
3 pfl-research 193

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