TIBCO Data Science Alternatives: Top 10 Data Science and Machine Learning Platforms in 2025

Anaconda Enterprise is a powerful platform designed for professionals who use python for development. With Anaconda Enterprise, python users have the security and peace of mind needed to develop python applications with confidence. The platform is designed to be user friendly, featuring a simple interface and intuitive navigation. It offers users feature-rich capabilities such as environment and package management. Plus, with built-in security protocols, Anaconda Enterprise gives users the confidence that their code is secure and running on a secure system. Anaconda Enterprise also provides the tools development teams need to collaborate effectively. Through peer to peer code collaboration, robust code review processes, and automated code testing, teams can work together more efficiently and feel confident that their code is up to industry standards. Anaconda Enterprise is ideal for professionals looking to maximize their python development. The platform provides an efficient and secure development environment, as well as the tools needed to produce high-quality code. With Anaconda Enterprise, development teams can work together more effectively, with the confidence that their code is secure and up to industry standards.

Infor Coleman represents our AI product suite comprised of natural language processing, machine learning, and automation-based solutions.

cnvrg.io is a full-stack data science platform used to build, manage and automate machine learning. Run and track experiments in autopilot and Build more models with a drag-n-drop interface. Navigate machine learning with dashboards, reproducible data science, dataset organization, experiment tracking and visualization, a model repository and more.

Hex offers a leading collaborative data workspace that integrates queries, notebooks, reports, data apps, and AI. Users can generate code, create visualizations, and initiate analyses from prompts. The platform supports real-time collaboration with features like version control, diff comparisons, and PR reviews. Hex also simplifies the creation of reports, dashboards, and data apps through an intuitive drag-and-drop layout builder. It offers various deployment options, including multi-tenant, HIPAA-compliant, single-tenant, and private cloud solutions.

Domino is the data science platform where models can be developed and delivered within an open technology platform with the tools, infrastructure, and languages you need.

A development platform to build AI apps that run on Google Cloud and on-premises. Take your ML projects to production, quickly, and cost-effectively.

Cloudera Data Engineering streamlines and operationalizes data pipelines securely at any scale to increase efficiency and accelerate time to value.

DataRobot automates the entire modeling lifecycle, enabling users to quickly and easily build highly accurate predictive models. Get more information here!

Lyzr is revolutionizing the way businesses leverage data in the digital age. As the world's first zero-code data science analytics platform with 1Mn+ data science models, Lyzr simplifies the complexity and resources needed to integrate data-driven insights into business decisions. With the ability to access an entire range of business functions in just one click, Lyzr makes gathering and analyzing data a breeze. Businesses of all sizes can benefit from transformational decision-making, with simple access through the Lyzr dashboard. With Lyzr, users can explore a million model combinations that instantly assess and visually represent data from many sources. The platform pulls data from databases, spreadsheets, and other software applications in no time, eliminating the need to manually input data into models. Furthermore, the intuitive user interface allows users to cleanse, merge, and manipulate data faster and more easily than ever before.

Discover, share, and deploy enterprise-grade AI with end-to-end AI pipelines and out-of-the-box algorithms from Google Cloud.

DeepDetect is an Open-Source Deep Learning platform made by Jolibrain's scientists for the Enterprise

Unlocking the true potential of data requires organizations to be able to design, operationalize and run 100s of analytic models profitably. Tracking and running these models through various stages of their evolution can be challenging, and can impact productivity in data science projects. Strait lets your teams effectively collaborate and manage the end-to-end of ML Lifecycle and drive better alignment with model outcomes.

Altair’s enterprise-ready data science platform empowers organizations to unlock the full potential of their data, catering to everyone from data scientists and engineers to business analysts and executives. This unified platform simplifies the creation of data and machine learning pipelines with a seamless blend of automated, visual, and code-based approaches. Interactive decision trees, model simulators, and highly explainable features build trust and transparency, while modular and composable designs ensure effortless integration into existing infrastructures—whether on the cloud, on-premises, or mainframes. The platform scales effortlessly, supporting desktops, on-premises servers, or secure multi-tenant cloud deployments. With Altair RapidMiner, one can train, evaluate, explain, and deploy predictive models using the latest data analytics techniques, streamlining the process for beginners and experienced professionals alike. Advanced governance controls guarantee each stakeholder receives tailored insights and access, ensuring data is both manageable and secure. Altair transforms complex machine learning challenges into engaging, user-friendly experiences, giving businesses the tools they need to make impactful, data-driven decisions.

Google Cloud AI helps to Build best-in-class ML models without writing any code with AutoML's easy-to-use UI, or using your own code written in Notebooks, a managed Jupyter Notebook service. Use the latest open-source deep learning frameworks on Deep Learning VM Image or Deep Learning Containers. Then train your models with our fully managed Training service.

IBM Decision Optimization delivers cutting-edge prescriptive analytics to elevate the decision-making and business outcomes. IBM ILOG CPLEX Optimization Studio rapidly develops and deploys decision optimization models using advanced mathematical and constraint programming. For data science teams, IBM Decision Optimization for Watson Studio unlocks the power of prescriptive analytics, integrating machine learning and optimization for robust solution-building. Available with IBM Watson Studio for IBM Cloud Pak for Data, it combines data and analytics seamlessly. The IBM Decision Optimization Center, designed for scientists, developers, analysts, planners, and schedulers, offers a configurable platform to support complex planning and scheduling tasks. By leveraging powerful analytics, it reduces the effort, time, and risk tied to business improvement solutions. Deploying this platform enables smarter decisions and improved ROI, making it an indispensable tool for transforming data into actionable insights and driving growth.

SAS Visual Data Mining and Machine Learning provides a single, integrated in-memory environment for solving your most complex problems faster.

Wipro HOLMES is an Artificial Intelligence Platform that provide services for the development of digital virtual agents.

Secondmind closes the gap between people and AI, and supercharges decision-making with the Secondmind Decision Engine.

Saturn Cloud helps data scientists solve the world’s hardest problems. Saturn Cloud is a revolutionizing data science with cutting-edge tools built for speed and collaboration. A workspace for the whole data science team, supporting Python & R. Collaborate with powerful resources, jobs, deployments, and more

Build high-quality models and release them to production faster, with self-serve access to the latest tools and scalable compute. Deploy models in one click on industrial-grade, auto-scaling, Kubernetes-based infrastructure. Complete visibility with Real-time insights and alerts on model performance with enterprise-grade security and Governance.