Best data architecture standards tools in 2025

Netflix Open Source AI Platform

Open-source software for seamless data management and application deployment.

UBIAI

Create and fine-tune custom language models effortlessly.

Vizzy

Visualize data insights through intuitive and clear graphics.

Azure Machine Learning Services

Comprehensive platform for managing machine learning projects.

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.

Cloudera Data Science Workbench

Collaborative environment for data science projects and model deployment.

Subscription + from $0.04/ccu
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WisBot

Automated assistant for data analysis and machine learning tasks.

IBM Watson Knowledge Catalog

Centralized data management for streamlined discovery and governance.