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About

Kedro is the foundation for clean data science code. It borrows concepts from software engineering and applies them to machine-learning projects. A Kedro project provides scaffolding for complex data and machine-learning pipelines. You spend less time on tedious "plumbing" and focus instead on solving new problems. Kedro standardizes how data science code is created and ensures teams collaborate to solve problems easily. Make a seamless transition from development to production with exploratory code that you can transition to reproducible, maintainable, and modular experiments. A series of lightweight data connectors is used to save and load data across many different file formats and file systems.

About

Posit builds tools that help data scientists work more efficiently, collaborate seamlessly, and share insights securely across their organizations. Its Positron code editor provides the speed of an interactive console combined with the power to build, debug, and deploy data-science workflows in Python and R. Posit’s platform enables teams to scale open-source data science, offering enterprise-ready capabilities for publishing, sharing, and operationalizing applications. Companies rely on Posit’s secure infrastructure to host Shiny apps, dashboards, APIs, and analytical reports with confidence. Whether using open-source packages or cloud-based solutions, Posit supports reproducible, high-quality work at every stage of the data lifecycle. Trusted by millions of users—and more than half of the Fortune 100—Posit empowers professionals across industries to innovate with data.

Platforms Supported

Windows Not Supported
Mac Not Supported
Linux Supported
Cloud Not Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Platforms Supported

Windows Supported
Mac Supported
Linux Not Supported
Cloud Not Supported
On-Premises Not Supported
iPhone Not Supported
iPad Not Supported
Android Not Supported
Chromebook Not Supported

Audience

Organizations interested in a toolbox for production-ready data science

Audience

Posit is ideal for data scientists, analysts, and enterprise teams seeking powerful, open-source-driven tools for coding, collaboration, and secure data-science deployment

Support

Phone Support Not Supported
24/7 Live Support Not Supported
Online Supported

Support

Phone Support Supported
24/7 Live Support Not Supported
Online Supported

API

Offers API Not Supported

API

Offers API Not Supported

Screenshots and Videos

Screenshots and Videos

Pricing

Free
Free Version Supported
Free Trial Not Supported

Pricing

No information available.
Free Version Supported
Free Trial Supported

Reviews/Ratings

Overall 0.0 / 5
ease 0.0 / 5
features 0.0 / 5
design 0.0 / 5
support 0.0 / 5

This software hasn't been reviewed yet. Be the first to provide a review:

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Reviews/Ratings

Overall 5.0 / 5
ease 4.0 / 5
features 5.0 / 5
design 5.0 / 5

Pros & Cons from Real Users

Pros

  • Powerful statistical tools. Good quality customisable plots, all different types using all different data and models. Easy to import from csv and there's plenty of datasets around if you go looking. Easy to create and export graphs. Being able to quickly and easily visualise (and share) data is more useful than I could have imagined. All the "academic" data online is suddenly easy to use. I haven't even scratched the surface of community created packages, but they're easy to install, not always so easy to use.

Cons

  • You can get unhelpful syntax error messages. The basics work well but sometimes just changing something (eg colours) in specialised plots feels like a hard programming puzzle. It's mostly straight-forward like "plot(data)", but the commands are written in a programming language and get tricky depending on your needs.

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Not Supported

Training

Documentation Supported
Webinars Not Supported
Live Online Not Supported
In Person Supported

Company Information

Kedro
kedro.org

Company Information

Posit
Founded: 2009
United States
posit.co

Alternatives

Metaflow

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Jupyter Notebook

Jupyter Notebook

Project Jupyter
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Analance

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Categories

Data Science Supported

Categories

Big Data Supported
Data Science Supported
IDE Supported
Machine Learning Supported
Package Managers Supported

Integrations

Jupyter Notebook Supported
Python Supported
Amazon SageMaker Supported
Apache Airflow Supported
Apache Spark Supported
Azure Machine Learning Supported
Coginiti Not Supported
Dask Supported
Docker Supported
Gemini Enterprise Agent Platform Supported
Kubeflow Supported
MLflow Supported
Matplotlib Supported
Plotly Dash Supported
Positron Not Supported
R Not Supported
RStudio Not Supported
Snowflake Cortex AI Not Supported
Visual Studio Code Not Supported
pandas Supported

Integrations

Jupyter Notebook Supported
Python Supported
Amazon SageMaker Not Supported
Apache Airflow Not Supported
Apache Spark Not Supported
Azure Machine Learning Not Supported
Coginiti Supported
Dask Not Supported
Docker Not Supported
Gemini Enterprise Agent Platform Not Supported
Kubeflow Not Supported
MLflow Not Supported
Matplotlib Not Supported
Plotly Dash Not Supported
Positron Supported
R Supported
RStudio Supported
Snowflake Cortex AI Supported
Visual Studio Code Supported
pandas Not Supported
Claim Kedro and update features and information
Claim Kedro and update features and information
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Claim Posit and update features and information