Best data-driven systems assessment tools in 2025

Apache Spark ML

Scalable library for efficient machine learning and data processing.

Thinking Machines

Empowers organizations with custom AI and cloud data solutions.

DotData

Automates data analysis and feature engineering for insightful decisions.

AI-powered Parabola steps

Automate and organize data workflows effortlessly.

Salad

Distributed GPU cloud for efficient AI computing.

Apache Mahout

Framework for scalable machine learning and data processing.

Apache Hadoop

Framework for processing large datasets across multiple computers.

BigDL

Run deep learning models efficiently on large datasets.

Hadoop

Framework for processing large data sets across multiple systems.

Gold Retriever

Interact with data using AI-driven queries for precise answers.

Airbook

Connect and analyze data effortlessly across platforms.

Nomic Atlas

Visualizes and curates data for collaborative analysis and insights.

CVAT – Computer Vision Annotation Tool

Data annotation software for efficient labeling of images and videos.