Data Science and Machine Learning Platforms Reviews and Ratings

What are Data Science and Machine Learning Platforms?

Gartner defines a data science and machine learning platform as an integrated set of code-based libraries and low-code tooling that support the independent use by, and collaboration between, data scientists and their business and IT counterparts through all stages of the data science life cycle. These stages include business understanding, data access and preparation, experimentation and model creation, and sharing of insights. They also support machine learning engineering workflows including creation of data, feature, deployment and testing pipelines. The platforms are provided via desktop client or browser with supporting compute instances and/or as a fully managed cloud offering.

Data science and machine learning (DSML) platforms are designed to allow a broad range of users to develop and apply a comprehensive set of predictive and prescriptive analytical techniques. Leveraging data from distributed sources, cutting-edge user experience, and native machine learning and generative AI (GenAI) capabilities, these platforms help to augment and automate decision making across an enterprise. They provide a range of proprietary and open-source tools to enable data scientists and domain experts to find patterns in data that can be used to forecast financial metrics, understand customer behavior, predict supply and demand, and many other use cases. Models can be built on all types of data, including tabular, images, video and text for applications that require computer vision or natural language processing.

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Dataiku is the platform for Everyday AI, enabling data experts and domain experts to work together to build data into their daily operations, from advanced analytics to Generative AI. Together, they design, develop, and deploy new AI capabilities at all scales and industries. Organizations that use Dataiku enable their people to be extraordinary, creating the AI that will power their company into the future.

Founded in 2013, Dataiku has proven its ability to continue to develop its founding vision for Everyday AI and to execute on its growth. Boasting over 600 customers, including 200 of the Forbes Global 2000, and a dedicated workforce of over 1,000 employees, Dataiku takes pride in its rapid expansion and pivotal role in empowering enterprises to harness the full potential of data, analytics, AI, and Generative AI.

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DataRobot delivers AI that maximizes impact and minimizes business risk. Our AI applications and platform integrate into core business processes so teams can develop, deliver, and govern AI at scale. DataRobot empowers practitioners to deliver predictive and generative AI, and enables leaders to secure their AI assets. Organizations worldwide rely on DataRobot for AI that makes sense for their business — today and in the future.

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Amazon Web Services (AWS), established in 2006, is focused on providing essential infrastructure services to businesses globally in the form of cloud computing. The key advantage offered through cloud computing, particularly via AWS, is its capacity to shift fixed infrastructure expenses into flexible costs. Businesses have been able to forgo extensive planning and procurement of servers and other Information Technology (IT) resources, owing to AWS. AWS seeks to provide businesses with prompt and cost-effective access to resources using Amazon's expertise and economies of scale, as and when their business requires. Currently, AWS offers a robust, scalable, economic infrastructure platform on the cloud powering an extensive array of businesses worldwide. It operates across numerous industries with data center locations in various parts of the globe including U.S., Europe, Singapore, and Japan.

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Alteryx, Inc. is a software company that provides self-service data analytics software. The company was founded in 1997 and is headquartered in Irvine, California, and has more than 8,000 customers worldwide.

Alteryx provides a platform that enables analysts to easily prepare, blend, and analyze data by creating repeatable workflows using a visual "drag and drop" interface. The platform also allows for the deployment and sharing of analytics at scale for obtaining deeper insights in hours, not weeks. Alteryx’s products are used for data science and analytics in a very broad range of use cases and industries. The company’s mission is to empower every person to transform data into actionable insights.

Alteryx software is offered through on-premises, hybrid cloud, private cloud and public cloud deployments. Its flagship products are Alteryx Designer, Alteryx Server, Alteryx Intelligence Suite, Alteryx Designer Cloud, Alteryx Machine Learning, and Alteryx Auto Insights.

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MathWorks is a software development company that primarily focuses on the creation of mathematical computing software. It provides crucial tools in the domain of technical computing, offering products like MATLAB, a programming environment used for algorithm development, data analysis, visualization and numeric computation. Simulink, another software offering, is used as a graphical platform for the simulation and Model-Based Design of dynamic and embedded systems spanning across multiple domains. Notably, these products are employed in various universities and learning institutions worldwide as teaching and research tools, aiding in the fostering of discovery, innovation, and informed development in their respective fields. The company, established in 1984, operates in 16 countries and has its headquarters in Natick, Massachusetts, USA.

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Altair (Nasdaq: ALTR) is a global tech company focused on computational science and AI. Its simulation- and AI-driven approach to innovation is powered by its broad portfolio of high-fidelity, physics-based solvers, high-fidelity technology for optimization and HPC, and end-to-end platform for developing AI solutions. Altair democratizes its technologies to deliver more power to customers through:

- A flexible, patented units-based licensing model, which lowers barriers to adoption and increases technology utilization

- Anytime, anywhere access to Altair products through Altair One, its cloud innovation gateway

- Integration with 3rd-party software applications at no incremental cost

- Altair's open architecture philosophy, which includes integrating with other software tools and enabling customers to leverage the SAS language with modern languages like Python & open-source technologies

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IBM is a well-established entity focused on technology and development. The primary mission revolves around fostering technological growth and enhancing infrastructure, achieved through focused developments and consulting services. By encouraging inventiveness and innovation, it is geared towards facilitating the transition of theoretical ideas into practical realities, thus improving global functionalities. IBM brings about transformation by creating advanced solutions that reshape and redefine the world.

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Databricks is a global company focusing on data and AI. At the core of Databricks is the Databricks Data Intelligence Platform which allows entire organizations to use data and AI to power a wide range of business use cases. It's built on a lakehouse to provide an open, unified foundation for all data and governance and is powered by a Data Intelligence Engine that understands the uniqueness of the organizations’ data. Databricks simplifies and accelerates enterprises' data and AI goals by unifying data, analytics and AI on one platform. Its key mission is to assist data teams in addressing some of the world's most challenging problems.

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SAS is a global leader in AI and analytics software, including industry-specific solutions. SAS helps organizations transform data into trusted decisions faster by providing knowledge in the moments that matter. SAS gives you THE POWER TO KNOW®.

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SAS is a global leader in AI and analytics software, including industry-specific solutions. SAS helps organizations transform data into trusted decisions faster by providing knowledge in the moments that matter. SAS gives you THE POWER TO KNOW®.

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Anaconda is a widely-used platform specializing in the development and deployment of secure Python solutions. The company brought the use of Python to data science and supports the dynamic community built around it. Anaconda also manages several open-source projects that are at the forefront of next-generation artificial intelligence (AI) and machine learning (ML) innovations. The company's solutions contribute to enabling professionals and institutions globally to effectively use the power of open source for competitive advantage and innovative discoveries.

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Alteryx, Inc. is a software company that provides self-service data analytics software. The company was founded in 1997 and is headquartered in Irvine, California, and has more than 8,000 customers worldwide.

Alteryx provides a platform that enables analysts to easily prepare, blend, and analyze data by creating repeatable workflows using a visual "drag and drop" interface. The platform also allows for the deployment and sharing of analytics at scale for obtaining deeper insights in hours, not weeks. Alteryx’s products are used for data science and analytics in a very broad range of use cases and industries. The company’s mission is to empower every person to transform data into actionable insights.

Alteryx software is offered through on-premises, hybrid cloud, private cloud and public cloud deployments. Its flagship products are Alteryx Designer, Alteryx Server, Alteryx Intelligence Suite, Alteryx Designer Cloud, Alteryx Machine Learning, and Alteryx Auto Insights.

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The company specializes in offering open-source data science solutions suitable for individuals, teams, and enterprises. Their primary focus is to solve complex data science problems and provide integrated, collaborative solutions.

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KNIME helps individuals and organizations make sense of their data. KNIME bridges the worlds of dashboards and advanced analytics through an intuitive interface, appropriate for anybody working with data. It empowers more business experts to be self-sufficient and more data experts to push the business to the bleeding edge of modern data science, integrating the latest AI and Machine Learning techniques. KNIME is distinct in its open approach, which ensures easy adoption and future-proof access to new technologies. Headquartered in Zurich, KNIME has offices in Austin, TX, Konstanz and Berlin.

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Microsoft enables digital transformation for the era of an intelligent cloud and an intelligent edge. Its mission is to empower every person and every organization on the planet to achieve more. Microsoft is dedicated to advancing human and organizational achievement.

Microsoft Security helps protect people and data against cyberthreats to give peace of mind.

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Alteryx, Inc. is a software company that provides self-service data analytics software. The company was founded in 1997 and is headquartered in Irvine, California, and has more than 8,000 customers worldwide.

Alteryx provides a platform that enables analysts to easily prepare, blend, and analyze data by creating repeatable workflows using a visual "drag and drop" interface. The platform also allows for the deployment and sharing of analytics at scale for obtaining deeper insights in hours, not weeks. Alteryx’s products are used for data science and analytics in a very broad range of use cases and industries. The company’s mission is to empower every person to transform data into actionable insights.

Alteryx software is offered through on-premises, hybrid cloud, private cloud and public cloud deployments. Its flagship products are Alteryx Designer, Alteryx Server, Alteryx Intelligence Suite, Alteryx Designer Cloud, Alteryx Machine Learning, and Alteryx Auto Insights.

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Domino Data Lab empowers AI-driven enterprises to build and operate AI at scale. Domino’s Enterprise AI platform unifies flexibility with visibility and control, enabling a repeatable and agile ML lifecycle for responsible AI impact with cost control features. Global enterprises can develop medicines, grow crops, and create competitive products. Founded in 2013, Domino is backed by leading investor firms.

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H2O.ai is concentrated on democratizing artificial intelligence (AI). The main business issue that the organization resolves is the complexity of developing, operating, and innovating AI solutions to address specific business concerns swiftly, thereby expediting the generation of novel concepts. To tackle this, H2O.ai has created AI Cloud, a platform utilized by organizations globally to simplify AI processes. Not only private sectors but also public and academic organizations trust this platform to fast-track their AI initiatives. H2O.ai is equally committed to promoting Responsible AI and nurturing a strong AI for Good ethos, easing the application and ethical implementation of AI solutions.

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IBM is a well-established entity focused on technology and development. The primary mission revolves around fostering technological growth and enhancing infrastructure, achieved through focused developments and consulting services. By encouraging inventiveness and innovation, it is geared towards facilitating the transition of theoretical ideas into practical realities, thus improving global functionalities. IBM brings about transformation by creating advanced solutions that reshape and redefine the world.

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Googlers is a company that creates products intended to create opportunities for an extensive audience, regardless of their location across the globe. The company values diverse perspectives, imaginations and non-conformity to predefined norms and impossibilities. The goal is to build products while incorporating uniqueness of each individual involved in this process, aiming to make their products accessible and useful to all.

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