Best machine learning methodologies tools in 2025

Ray

Framework for distributing machine learning workloads easily.

InterpretML

Visualize and analyze machine learning model behavior and predictions.

Captum.ai

Analyze and interpret machine learning model decisions with ease.

WisBot

Automated assistant for data analysis and machine learning tasks.

PyCaret

A low-code library for building machine learning models effortlessly.

ResuLLMe

Create interactive data visualizations without coding skills.

IBM Watson Health

Advanced AI for data insights across various industries.

Defog

Fast and accurate data insights for informed decisions.

Typefrost

Transform complex data into clear insights with advanced AI.

Heron

Efficient stream processing for real-time data insights.

Acuration

AI-driven insights for effective market decision-making.

Gold Retriever

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

NextBrain

Access machine learning insights without coding.

Glimpsehere

Discover insights by integrating diverse data sources.

bundleIQ

Smart knowledge organization through chat-based interaction.

Microsoft Knowledge Exploration

Natural language search for quick information retrieval.

Kensho Scribe Transcription

AI-driven transcription and data analysis for seamless workflows.

SQL Notes

Visualizes data relationships and dependencies in SQL models.

Vizly

Transform complex data into clear insights in seconds.

Veryfi.com

Transform documents into actionable financial data efficiently.

plat.ai

No-code predictive analytics for swift data-driven decisions.

Imaginary Programming

AI-driven code generator for TypeScript development.

IBM Visual Recognition

AI-powered image analysis for various business needs.

IBM Watson Natural Language Generation

Intelligent software that generates human-like written content.

Kyligence Copilot

Intelligent data assistant for quick and easy insights.