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

2024 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.

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Products: 16
Next Award: Jun 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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Products below are ineligible for awards due to insufficient recent reviews

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

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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

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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.

Akkio Inc.

Akkio

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Akkio is a software solution offering a generative AI for analytics and predictive modeling platform that gives digital agencies a competitive edge, helping to generate new revenue, add more client value, and improve productivity. Akkio adds AI-powered analytics and predictive modeling to your service offering, so your customers can chat with their data, create live charts and graphs, and predict future trends

Apache Software Foundation

Apache MXNet

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Apache MXNet is an open-source deep learning software framework, used to train, and deploy deep neural networks. It is scalable, allowing for fast model training, and supports a flexible programming model and multiple programming languages (including C++, Python, Julia, Matlab, JavaScript, Go, R, Scala, Perl, and Wolfram Language.) The MXNet library is portable and can scale to multiple GPUs and multiple machines. MXNet is supported by public cloud providers including Amazon Web Services (AWS) and Microsoft Azure. Amazon has chosen MXNet as its deep learning framework of choice at AWS.

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Overcome the biggest challenges to data science at scale - infrastructure friction, productionization challenges, and a lack of collaboration with Domino’s Enterprise MLOps Platform.