---
description: Discover and compare Free Machine Learning Software Applications & Tools. Capterra is a free interactive tool that lets you quickly narrow down your software selection, contact multiple vendors, and compare platforms for your business.
image: https://gdm-localsites-assets-gfprod.imgix.net/images/capterra/og_logo-e5a8c001ed0bd1bb922639230fcea71a.png?auto=format%2Cenhance%2Ccompress
title: Free Machine Learning Software - Capterra South Africa 2026
---

Breadcrumb: [Home](/) > [Free Machine Learning Software](https://www.capterra.co.za/directory/31103/machine-learning/software) > [Page 3](https://www.capterra.co.za/directory/31103/machine-learning/software?page=3)

# Machine Learning Software

Canonical: https://www.capterra.co.za/directory/31103/machine-learning/software

Page: 3 / 3\
Prev: [Previous page](https://www.capterra.co.za/directory/31103/machine-learning/pricing/free/software?page=2)

> Machine Learning software can extract insights from data and create logical models based on these insights. These models can be subsequently applied by software to future process automation.

-----

## Products

1. [cnvrg.io](https://www.capterra.co.za/software/200636/cnvrg-io) — 5.0/5 (1 reviews) — cnvrg.io is an AI OS for machine learning, transforming the way enterprises manage, scale and accelerate AI \& data science development
2. [Monument](https://www.capterra.co.za/software/203546/monument) — 5.0/5 (1 reviews) — Monument is a no-code platform for predictive apps. Rapidly create, test, and deploy predictive applications across your enterprise.
3. [Kili](https://www.capterra.co.za/software/210652/kili-technology) — 5.0/5 (1 reviews) — Labeling Platform for High-Quality Training Data: One tool to label, find and fix issues, simplify DataOps, and accelerate reliable AI
4. [Zoho DataPrep](https://www.capterra.co.za/software/1018884/zoho-dataprep) — 4.0/5 (1 reviews) — Zoho DataPrep boosts ML by automating data cleaning, feature engineering \& enrichment, ensuring high-quality input for accurate model.
5. [Create ML](https://www.capterra.co.za/software/1025424/create-ml) — 4.0/5 (1 reviews) — Machine learning framework system enabling individuals to train custom ML models without a background in machine learning.
6. [Attivio](https://www.capterra.co.za/software/106929/attivio) (0 reviews) — BI platform with language processing, machine learning \& text analytics capabilities that helps delivers insight and innovation.
7. [Reltio Cloud](https://www.capterra.co.za/software/145726/reltio-cloud) (0 reviews) — Reltio Connected Data Platform is a responsive data platform built on a cloud-native, big data architecture featuring graph technology
8. [Crosser](https://www.capterra.co.za/software/179736/crosser) (0 reviews) — Crosser is a Hybrid Low Code Platform for Stream Analytics and Intelligent Integrations at the edge, on-premise and cloud.
9. [MindsDB](https://www.capterra.co.za/software/202576/mindsdb) (0 reviews) — MindsDB is the only AGI data solution that connects and unifies petabyte scale enterprise data, enabling enterprise-wide informed decis
10. [VMware Greenplum](https://www.capterra.co.za/software/210585/vmware-tanzu-greenplum) (0 reviews) — Data warehousing solution that helps businesses execute point queries, extract documents, detect faults, create deployments, and more.
11. [Activeloop](https://www.capterra.co.za/software/211423/activeloop) (0 reviews) — Activeloop is an AI tool that indexes and searches text, images, audio, and video to quickly retrieve information across formats.
12. [MLY](https://www.capterra.co.za/software/1019317/blue-ml) (0 reviews) — BlueML is a comment analysis solution with specialized machine learning models trained on real employee responses \& HR content.
13. [Aporia](https://www.capterra.co.za/software/1023954/aporia) (0 reviews) — Aporia is a customized MLOps observability solution that powers data science \& ML teams to monitor, debug and explain their ML models.
14. [Boost AI Search & Discovery](https://www.capterra.co.za/software/1029598/boost-product-filter-search) (0 reviews) — Cloud-based visual search solution that helps businesses streamline product navigation via custom filters, tags, metafields, and more.
15. [Sahha](https://www.capterra.co.za/software/1036351/sahha) (0 reviews) — AI-enabled platform that helps healthcare providers assess mental health using behavioral data and machine learning models.
16. [Ambient Systems](https://www.capterra.co.za/software/1039209/ambient-systems) (0 reviews) — Ambient Systems provides a data science platform for financial transformation of smart cities.
17. [Akkio](https://www.capterra.co.za/software/1039269/akkio) (0 reviews) — Akkio is a no-code AI platform that helps users leverage machine learning models.
18. [Mineo](https://www.capterra.co.za/software/1038167/mineo) (0 reviews) — Mineo is the platform for exploring your data, building and deploying Python-powered notebooks, enhanced with No-Code components.
19. [Rudol](https://www.capterra.co.za/software/1051166/rudol) (0 reviews) — Empower your teams to diagnose and fix Data problems for more impactful business decisions, and reduce problems in your software apps.
20. [Synapis](https://www.capterra.co.za/software/1082582/Synapis) (0 reviews) — Synapis is a no-code platform to train and deploy supervised machine learning models for classification, regression, and image tasks.

-----

Page: 3 / 3\
Prev: [Previous page](https://www.capterra.co.za/directory/31103/machine-learning/pricing/free/software?page=2)

## Related Categories

- [Artificial Intelligence (AI) Software](https://www.capterra.co.za/directory/30938/artificial-intelligence/software)
- [Big Data Software](https://www.capterra.co.za/directory/30851/big-data/software)
- [Data Management Software](https://www.capterra.co.za/directory/31003/data-management/software)
- [Predictive Analytics Software](https://www.capterra.co.za/directory/30945/predictive-analytics/software)
- [Business Intelligence Tools](https://www.capterra.co.za/directory/23/business-intelligence/software)

## Links

- [View on Capterra](https://www.capterra.co.za/directory/31103/machine-learning/software)
- [All Categories](https://www.capterra.co.za/directory)

-----

## Structured Data

<script type="application/ld+json">
  {"@context":"https://schema.org","@graph":[{"name":null,"address":{"@type":"PostalAddress","addressLocality":null,"addressRegion":null,"postalCode":null,"streetAddress":null},"description":"Capterra South Africa helps find the best business software. With software reviews, ratings, infographics and a comprehensive list of business software.","email":"info@capterra.co.za","url":"https://www.capterra.co.za/","logo":"https://dm-localsites-assets-prod.imgix.net/images/capterra/logo-a9b3b18653bd44e574e5108c22ab4d3c.svg","@id":"https://www.capterra.co.za/#organization","@type":"Organization","parentOrganization":"Gartner, Inc.","sameAs":["https://twitter.com/capterra","https://www.facebook.com/Capterra/","https://www.linkedin.com/company/capterra","https://www.instagram.com/capterra/","https://www.youtube.com/user/CapterraTV"]},{"name":null,"url":"https://www.capterra.co.za/","@id":"https://www.capterra.co.za/#website","@type":"WebSite","publisher":{"@id":"https://www.capterra.co.za/#organization"},"potentialAction":{"query":"required","target":"https://www.capterra.co.za/search/?q={search_term_string}","@type":"SearchAction","query-input":"required name=search_term_string"}},{"name":"Machine Learning Software","description":"Discover and compare Free Machine Learning Software Applications & Tools. Capterra is a free interactive tool that lets you quickly narrow down your software selection, contact multiple vendors, and compare platforms for your business.","url":"https://www.capterra.co.za/directory/31103/machine-learning/pricing/free/software?page=3","about":{"@id":"https://www.capterra.co.za/directory/31103/machine-learning/pricing/free/software?page=3#itemlist"},"breadcrumb":{"@id":"https://www.capterra.co.za/directory/31103/machine-learning/pricing/free/software?page=3#breadcrumblist"},"@id":"https://www.capterra.co.za/directory/31103/machine-learning/pricing/free/software?page=3#webpage","@type":["WebPage","CollectionPage"],"isPartOf":{"@id":"https://www.capterra.co.za/#website"},"inLanguage":"en-ZA","mainEntity":{"@id":"https://www.capterra.co.za/directory/31103/machine-learning/pricing/free/software?page=3#itemlist"},"publisher":{"@id":"https://www.capterra.co.za/#organization"}},{"@id":"https://www.capterra.co.za/directory/31103/machine-learning/pricing/free/software?page=3#breadcrumblist","@type":"BreadcrumbList","itemListElement":[{"name":"Home","position":1,"item":"/","@type":"ListItem"},{"name":"Free Machine Learning Software","position":2,"item":"https://www.capterra.co.za/directory/31103/machine-learning/software","@type":"ListItem"},{"name":"Page 3","position":3,"item":"https://www.capterra.co.za/directory/31103/machine-learning/software?page=3","@type":"ListItem"}]}]}
</script><script type="application/ld+json">
  {"name":"Free Machine Learning Software - Capterra South Africa 2026","@context":"https://schema.org","@id":"https://www.capterra.co.za/directory/31103/machine-learning/pricing/free/software?page=3#itemlist","@type":"ItemList","itemListElement":[{"name":"cnvrg.io","position":1,"description":"cnvrg.io is an AI OS, transforming the way enterprises manage, scale and accelerate AI and data science development from research to production. The code-first platform is built by data scientists, for data scientists and offers unrivaled flexibility to run on-premise or cloud. From advanced MLOps to continual learning, cnvrg.io brings top of the line technology to data science teams so they can spend less time on DevOps and focus on the real magic - algorithms.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/f7e3bc03-de7b-4a58-b0bf-0397022c75e1.png","url":"https://www.capterra.co.za/software/200636/cnvrg-io","@type":"ListItem"},{"name":"Monument","position":2,"description":"Monument is a no-code platform for predictive applications. Monument enables users to rapidly create, test, deploy, and monitor predictive applications on any machine or cloud platform. Whether retail analytics data, operational data, or financial data, Monument enables you to turn raw data into actionable insights across your organization.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/ccf86ea7-58c6-4a22-8109-3faf8cd102a3.png","url":"https://www.capterra.co.za/software/203546/monument","@type":"ListItem"},{"name":"Kili","position":3,"description":"At Kili Technology, we believe the foundation of better AI is excellent data. \n\nKili Technology's complete training data platform empowers all businesses to transform unstructured data into high quality data to train their AI and deliver successful AI projects. By using Kili Technology to build training datasets, teams will improve their productivity, accelerate go-to-production cycles of their AI projects and deliver quality AI.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/92155708-7acb-4f36-8980-04bc1f0f7f7f.png","url":"https://www.capterra.co.za/software/210652/kili-technology","@type":"ListItem"},{"name":"Zoho DataPrep","position":4,"description":"Zoho DataPrep significantly enhances machine learning (ML) workflows by ensuring high-quality, structured, and reliable input data—critical for accurate model training. It automates data cleaning by handling missing values, duplicates, and inconsistencies, reducing manual preprocessing time. AI-powered smart suggestions detect patterns and recommend transformations like standardization, outlier removal, and categorical encoding. The tool supports feature engineering through pivoting, binning, and formula-based column creation, enabling richer datasets. Integrations with databases, cloud storage, and APIs allow seamless data ingestion, while scheduled pipelines ensure automated updates for fresh training data. By exporting cleaned data to ML platforms (Python/R, TensorFlow, or Zoho Analytics), DataPrep bridges the gap between raw data and model-ready datasets, improving efficiency and reducing errors in the ML lifecycle.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/1f3f1808-74a1-4260-a6cf-6edddd1cdf8a.png","url":"https://www.capterra.co.za/software/1018884/zoho-dataprep","@type":"ListItem"},{"name":"Create ML","position":5,"description":"Create ML allows users to develop and train their machine learning models with familiar tools, such as Swift and macOS Playgrounds. Training machine learning models enable individuals to recognize images, extract meaning from text, and find relationships between numbers. Developers may integrate numerous samples into their model, training them to recognize patterns. Once the model is fully capable of performing tasks, users can embed it in their app using Core ML. The software provides image, video, voice, text, tabular, and motion modeling, enabling developers to enhance their applications, test systems accuracy, and offer comprehensive functions to their users.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/ba2ae930-e10f-4059-95df-0e63c8a11136.jpeg","url":"https://www.capterra.co.za/software/1025424/create-ml","@type":"ListItem"},{"name":"Attivio","position":6,"description":"The Attivio Cognitive Search and Insight Platform combines self-learning technologies such as natural language processing, machine learning, and knowledge graphing to deliver a contextualized search and discovery experience with a secure enterprise platform. The Attivio Platform indexes and analyzes enterprise data and content, regardless of format, and integrates behavioral data to personalize the user experience.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/4de665a0-a5e1-4f63-84a9-95c84d360d1c.png","url":"https://www.capterra.co.za/software/106929/attivio","@type":"ListItem"},{"name":"Reltio Cloud","position":7,"description":"Reltio helps companies transform their business outcomes with unified, reliable and real-time data. Our responsive data platform delivers a single source of truth for data and dynamically supports the changing needs of the business. It enables you to : increase revenue and customer lifetime value by enabling personalized and connected real-time engagement, reduce costs and improve operating efficiency by optimizing business processes and reduce risk by simplifying governance and compliance.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/ddf1a232-2416-4476-ad90-2db69a242f37.png","url":"https://www.capterra.co.za/software/145726/reltio-cloud","@type":"ListItem"},{"name":"Crosser","position":8,"description":"Crosser is the Swiss Army Knife for Hybrid Stream Analytics and Intelligent Integrations. With it's unique Low Coded interface, Crosser radically simplifies every step of the implementation of an event-driven data pipeline or Industrial IoT data flow.\n\nThe Crosser solution separates the runtime from the control plane, creating the only truly hybrid solution for edge, on-premise and cloud streaming analytics and integration.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/6cd11931-76a9-46a3-a358-a8285dac6e05.png","url":"https://www.capterra.co.za/software/179736/crosser","@type":"ListItem"},{"name":"MindsDB","position":9,"description":"MindsDB is an AGI data solution that connects to diverse data sources and applications and unifies petabyte-scale structured and unstructured data. Powered by an industry-first cognitive engine that can operate anywhere (on-prem, VPC, serverless), it empowers both humans and AI with highly informed decision-making capabilities.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/0d268fac-3e9d-4627-803a-c41a9305367f.png","url":"https://www.capterra.co.za/software/202576/mindsdb","@type":"ListItem"},{"name":"VMware Greenplum","position":10,"description":"Data warehousing solution that helps businesses execute point queries, extract documents, detect faults, create deployments, and more.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/5e8ee7ec-b455-4dae-b311-a58f2ad71c7a.png","url":"https://www.capterra.co.za/software/210585/vmware-tanzu-greenplum","@type":"ListItem"},{"name":"Activeloop","position":11,"description":"Activeloop is an AI tool that indexes and searches text, images, audio, and video to quickly retrieve information across formats.\nIt is used to search, organize, and extract insights from unstructured data stored in many formats. It processes documents, images, videos, and audio, making them searchable through natural language queries. Teams use it to quickly locate specific information in reports, meeting recordings, research files, or visual content without manually reviewing each file. This enables faster analysis, informed decision-making, and reduced time spent on repetitive data-finding tasks.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/1540b9df-b6da-4875-acfd-8f674df1c6a6.png","url":"https://www.capterra.co.za/software/211423/activeloop","@type":"ListItem"},{"name":"MLY","position":12,"description":"BlueML is the only machine learning-powered comment analysis solution specifically trained to turn employee responses into decision-grade intelligence\n\n-\tModels are trained on real employee responses and HR content around onboarding, culture, engagement, learning, wellbeing, inclusion, and more.\n\n-\tSpecialized models accurately consumes & analyzes comments from each area along the employee journey.\n\n-\tGoes beyond categories to recommend what organizations should start, stop, and continue.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/e7b428df-d28c-4dbd-b68a-b355b0d831f9.png","url":"https://www.capterra.co.za/software/1019317/blue-ml","@type":"ListItem"},{"name":"Aporia","position":13,"description":"Aporia is a customizable MLOps observability solution that powers data science and ML engineering teams to monitor, debug, explain and improve their machine learning models and data.\n\nWith Aporia, data science teams can easily create customized monitoring for detecting drift, bias and data integrity issues, receiving live Slack alerts and actionable insights for quick root cause analysis.\n\nAporia offers self-hosted deployment and seamlessly integrates with any ML infrastructure and workflow.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/2e59843a-469b-4714-add4-3c51a15a1ccf.png","url":"https://www.capterra.co.za/software/1023954/aporia","@type":"ListItem"},{"name":"Boost AI Search & Discovery","position":14,"description":"Cloud-based visual search solution that helps businesses streamline product navigation via custom filters, tags, metafields, and more.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/c58c7b73-5800-44a9-a58b-ad0602a7d9a6.png","url":"https://www.capterra.co.za/software/1029598/boost-product-filter-search","@type":"ListItem"},{"name":"Sahha","position":15,"description":"AI-enabled platform that helps healthcare providers assess mental health using behavioral data and machine learning models.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/11c193f7-e15c-43bf-8322-d776df18b3f6.png","url":"https://www.capterra.co.za/software/1036351/sahha","@type":"ListItem"},{"name":"Ambient Systems","position":16,"description":"Ambient Systems is a Singapore-based deep tech startup that provides a data science platform for financial transformation of smart cities. It provides the smart cities industry with tools, technologies, and services needed to drive financial transformation forward in one convenient, straightforward platform.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/495cb4e6-036b-49d4-9586-0f9188909e77.jpeg","url":"https://www.capterra.co.za/software/1039209/ambient-systems","@type":"ListItem"},{"name":"Akkio","position":17,"description":"Akkio equips anyone who understands data with a prediction machine and data science support, so you can focus on serving up more actionable insights, tools, and solutions.\n\nSolve problems you never thought you’d get to. Train and iterate in minutes instead of hours. Ship ML-enabled workflows and features in days instead of months.\n\nAkkio's fastest model takes less than a minute to train, and is more accurate than leading software solutions from big tech giants.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/5b40eb1c-3da7-4d47-92ba-d0cea5e30d9a.jpeg","url":"https://www.capterra.co.za/software/1039269/akkio","@type":"ListItem"},{"name":"Mineo","position":18,"description":"Mineo is the platform for exploring your data, building, sharing, and deploying Python-powered notebooks, enhanced with no-code components that let you turn existing notebooks into beautiful dashboards.\n\nIt also monitors the quality of your data using machine learning 🤖.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/d8c877a9-9969-4b95-be86-d0b8432b7ae2.png","url":"https://www.capterra.co.za/software/1038167/mineo","@type":"ListItem"},{"name":"Rudol","position":19,"description":"Rudol bridges the gap between your People and your Data.\n\nEmpower your teams to diagnose and fix Data problems for more impactful business decisions, and reduce problems in your software applications. \n\n- Unified Catalog, make all your data accesible\n- Automatic Validation of your Business Rules\n- Find Anomalies using our Propietary AI\n- Notify your team members automatically, in Slack or Microsoft Teams\n- Trace data's journey with Lineage analysis\n- Google Chrome extension","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/8dfc42d9-1897-469d-81b8-867cc44829a7.jpeg","url":"https://www.capterra.co.za/software/1051166/rudol","@type":"ListItem"},{"name":"Synapis","position":20,"description":"Synapis is a no-code machine learning platform that enables training and deployment of custom supervised models without coding knowledge. It supports classification, regression, and image classification tasks through a web interface where data can be uploaded, models configured, and training initiated. The platform processes structured data, images, and text with pre-built templates and algorithms. The system includes an API for application integration with support for multiple input and output formats. Synapis emphasizes accessibility through an intuitive interface that simplifies complex machine learning processes. Additional features include model evaluation and monitoring tools that track performance metrics, along with flexible deployment options for web services or embedded applications. Synapis serves as an effective tool for creating predictive models and incorporating machine learning capabilities into existing systems.","image":"https://gdm-catalog-fmapi-prod.imgix.net/ProductLogo/f7f81335-40cd-45f1-8f23-171d7d2d7412.jpg","url":"https://www.capterra.co.za/software/1082582/Synapis","@type":"ListItem"}],"numberOfItems":20}
</script>