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Kedro

An open-source framework for data science code.

Kedro

Kedro Reviews and Details

This page is designed to help you find out whether Kedro is good and if it is the right choice for you.

Screenshots and images

  • Kedro Landing page
    Landing page //
    2024-07-13

Features & Specs

  1. Modular Design

    Kedro promotes a modular approach to project organization, which encourages clean and maintainable code with separate components for data, models, and pipelines.

  2. Pipeline Abstraction

    It provides a clear pipeline framework that helps in defining, running, and visualizing complex data workflows efficiently.

  3. Reproducibility

    By managing all project dependencies and configurations systematically, Kedro ensures that experiments are reproducible and consistent over time.

  4. Version Control

    Kedro integrates well with version control systems, enabling users to keep track of changes and collaborate effectively on data projects.

  5. Data Catalog

    It includes a data catalog feature that manages connections to various data sources and ensures consistency and easy access to datasets.

  6. Extensibility

    Kedro is designed to be extensible, allowing users to integrate custom components and adapt the framework to diverse project needs.

Badges & Trophies

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Videos

What is Kedro? Why is it useful? A Non-Technical Intro to Kedro

Introducing Kedro

Kedro Intro and Hello World example

Social recommendations and mentions

We have tracked the following product recommendations or mentions on various public social media platforms and blogs. They can help you see what people think about Kedro and what they use it for.
  • 20 Open Source Tools I Recommend to Build, Share, and Run AI Projects
    Kedro is an ML development framework that brings data science projects from pilot development to production by creating reproducible, maintainable, and modular data science code. Kedro has a data catalog for data handling, support pipeline building, and a standardized template for code maintainability and consistency to effectively do this. Its data catalog uses lightweight data connectors to manage and track... - Source: dev.to / 11 months ago
  • 25 Open Source AI Tools to Cut Your Development Time in Half
    Kedro is an ML development framework for creating reproducible, maintainable, modular data science code. Kedro improves AI project development experience via data abstraction and code organization. Using lightweight data connectors, it provides a centralized data catalog to manage and track datasets throughout a project. This enables data scientists to focus on building production level code through Kedro's data... - Source: dev.to / about 1 year ago

External sources with reviews and comparisons of Kedro

5 Airflow Alternatives for Data Orchestration
Kedro provides a standardized project template, data connectors, pipeline abstraction, coding standards, and flexible deployment options, which simplify the process of building, testing, and deploying data science projects. By using Kedro, data scientists can ensure a consistent and organized project structure, easily manage data and model versioning, automate pipeline dependencies, and deploy projects on various...
10 Best Airflow Alternatives for 2024
Add CLI Commands: Plugins can be used to insert extra CLI commands that will be reused across projects. Kedro plugins allow you to extend Kedroโ€™s functionality and inject new commands into the CLI. Plugins are created as stand-alone Python packages that are explicit to any Kedro project.
Comparison of Python pipeline packages: Airflow, Luigi, Gokart, Metaflow, Kedro, PipelineX
Kedro enables you to define pipelines using list of node functions with 3 arguments (func: task processing function, inputs: input data name (list or dict if multiple), outputs: output data name (list or dict if multiple)) in Python code (an independent Python module).

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Kedro discussion

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Is Kedro good? This is an informative page that will help you find out. Moreover, you can review and discuss Kedro here. The primary details have not been verified within the last quarter, and they might be outdated. If you think we are missing something, please use the means on this page to comment or suggest changes. All reviews and comments are highly encouranged and appreciated as they help everyone in the community to make an informed choice. Please always be kind and objective when evaluating a product and sharing your opinion.