Best data science project management tools in 2025

Cloudera Data Science Workbench

Collaborative environment for data science projects and model deployment.

Subscription + from $0.04/ccu
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Azure Machine Learning Services

Comprehensive platform for managing machine learning projects.

Ray

Framework for distributing machine learning workloads easily.

Jupyter

Create and share interactive documents for data and code.

Dataquest

Interactive platform for mastering data science skills.

MLJAR

Interactive coding environment for data science and machine learning.

ThinkEvolve

Expert data analysis and insights for businesses without full-time hires.

Kaggle Notebooks

Effortlessly explore and run machine learning projects.