Machine Learning Platforms (ML) Platform

Machine Learning Platforms

What is Machine Learning Platforms Platform?

A comprehensive collection of tools, libraries and resources that allows data scientists and machine learning engineers to build and deploy Machine Learning (ML) powered business applications. ML tools automate the delivery life-cycle of predictive applications capable of processing big data using machine learning algorithms.

Common Features

  • Data Ingestion
  • Data Pre-Processing
  • Feature Engineering
  • Algorithm Diversity
  • Model Training
  • Model Tuning
  • Model Monitoring and Management
  • Performance and Scalability
  • Ensembling
  • Openness and Flexibility
  • Explainability
  • Data Exploration and Visualization
  • Pre-Packaged AI/ML Services
  • Data Labeling
  • Algorithm Recommendation

Top Machine Learning Platforms (ML) Platform

2025 Data Quadrant Awards

2025 Emotional Footprint Awards

At SoftwareReviews, we take pride in recognizing excellence. Each year, we present the Data Quadrant Awards to top-performing software products based solely on authentic user reviews, without any paid placements or analyst opinions. These awards highlight software products that excel in terms of features, vendor capabilities, and customer relationships, earning them the highest overall rankings.

At SoftwareReviews, we take pride in recognizing excellence. Each year, we present the Emotional Footprint Awards to top-performing software products based solely on authentic user reviews, without any paid placements or analyst opinions. These awards shine a spotlight on software vendors who excel in crafting and nurturing strong customer relationships.

Switch to Emotional Footprint
Products: 16
Next Award: May 2026

Top Machine Learning Platforms Platform 2025

Product scores listed below represent current data. This may be different from data contained in reports and awards, which express data as of their publication date.

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Dataiku

Dataiku

Composite Score
7.8 /10
CX Score
8.0 /10

Dataiku is the platform democratizing access to data and enabling enterprises to build their own path to AI in a human-centric way. With Dataiku, everyone can get involved in data and AI projects on a single platform for design and production that delivers use cases in days, not months. No matter where they sit, they work in a safe and governed way that helps manage risk and create trust to drive high-quality outputs and value for your business.

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Pros

  • Helps Innovate
  • Continually Improving Product
  • Reliable
  • Performance Enhancing
Alteryx

Alteryx

Composite Score
7.8 /10
CX Score
8.0 /10

Alteryx provides a single workflow for data blending, analytics, and reporting. This workflow allows the seamless blending of internal, third party and cloud-based data, and simple analysis using 60+ prebuilt tools for spatial and predictive analytics. With Alteryx Machine Learning’s automated insight generation, you’ll quickly uncover hidden signals and key relationships in your data.

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Pros

  • Enables Productivity
  • Reliable
  • Saves Time
  • Acts with Integrity

KNIME offers a complete platform for end-to-end data science, from creating analytical models, to deploying them and sharing insights within the organization, through to data apps and services. The free and open source KNIME Analytics Platform allows users to easily build analyses with an intuitive, low-code/no-code interface. KNIME Business Hub enables users across different disciplines to collaborate and productionize analytical solutions created using KNIME Analytics Platform.

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Pros

  • Inspires Innovation
  • Helps Innovate
  • Continually Improving Product
  • Trustworthy
Composite Score
7.5 /10
CX Score
7.8 /10

H2O is a fully open source, distributed in-memory machine learning platform with linear scalability. H2O supports the most widely used statistical & machine learning algorithms including gradient boosted machines, generalized linear models, deep learning and more. H2O also has an industry leading AutoML functionality that automatically runs through all the algorithms and their hyperparameters to produce a leaderboard of the best models.

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Pros

  • Helps Innovate
  • Continually Improving Product
  • Inspires Innovation
  • Efficient Service
Altair Engineering, Inc.

Altair RapidMiner

Composite Score
7.5 /10
CX Score
7.6 /10

Regardless of where your organization is on its data journey, Altair RapidMiner can help overcome the most challenging obstacles in your way. We offer a path to modernization for established data analytics teams as well as a path to automation for teams just getting started. We do this without requiring your organization to radically change your people, processes, computing environment, or existing data landscape, helping you achieve your data goals without changing who you are or what you have.

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Pros

  • Respectful
  • Inspires Innovation
  • Enables Productivity
  • Reliable
Altair Engineering, Inc.

Altair Data Analytics & AI

Composite Score
7.1 /10
CX Score
7.3 /10

Altair Data Analytics enables organizations worldwide to compete more effectively by operationalizing data analytics and AI with secure, governed, and scalable strategies. We deliver world-class, self-service analytics solutions for data preparation, predictive modeling, stream processing, visualization and more. Our solutions are designed for many different skill sets: from data scientists and engineers to MLOps specialists to business analysts to executives. With a no-code, cloud-ready interface, organizations can harness the full power of analytics and AI throughout its complete data lifecycle, driving next-level business results.

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Pros

  • Performance Enhancing
  • Efficient Service
  • Acts with Integrity
  • Includes Product Enhancements

Products below are ineligible for awards due to insufficient recent reviews

OpenText Corporation

OpenText Magellan

Composite Score
7.4 /10
CX Score
7.7 /10

Watch as a combination of machine learning and AI data analysis comes to life with OpenText's Magellan solution. This all-in-one composite AI for analytics platform helps users gain knowledge from unstructured content and deep-dive into massive amounts of data with self-service and AP-powered insights, all helping your organization increase efficiency and reduce costs. OpenText Magellan is the product your company needs.

Pros

  • Helps Innovate
  • Reliable
  • Performance Enhancing
  • Enables Productivity
Composite Score
7.3 /10
CX Score
7.6 /10

Amazon Q is a generative AI assistant that transforms how work gets done in your organization. With specialized capabilities for software developers, business intelligence analysts, contact center employees, supply chain analysts, and anyone building with AWS, Amazon Q helps every employee get insights on their data and accelerate their tasks. Leveraging Amazon Q's advanced agentic capabilities, companies can streamline processes, get to decisions faster, and help employees be more productive.

Pros

  • Continually Improving Product
  • Reliable
  • Performance Enhancing
  • Enables Productivity

Insufficient Data
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Amazon Bedrock is a fully managed service that offers a choice of high-performing foundation models (FMs). Using Amazon Bedrock, you can easily experiment with and evaluate top FMs for your use case, privately customize them with your data using techniques such as fine-tuning and Retrieval Augmented Generation (RAG), and build agents that execute tasks using your enterprise systems and data sources.

Preferred Networks, Inc

Chainer

Insufficient Data
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Chainer is a Python-based deep learning framework developed and provided by PFN, which has unique features and powerful performance that allow for designing complex neural networks easily and intuitively.Chainer quickly incorporates the results of the latest deep learning research. With additional packages such as ChainerRL (reinforcement learning), ChainerCV (computer vision), and ChainerChemistry (a deep learning library for chemistry and biology) and through the support of Chainer development partner companies, PFN aims to promote the most advanced research and development activities of researchers and practitioners in each field.