Gartner Market Definition of DSML Engineering Platforms:
DSML engineering platforms consist of a core product and supporting portfolio of integrated products, components, libraries and frameworks (including proprietary, partnersourced and open-source) for the development and operations of machine learning solutions integrated with typically complex, innovative and highly scalable applications. These solutions are engineered by personas who have deep technical expertise in data science and machine learning or have other skills in digital technology, such as data, software or system engineers. The platforms provide a code-centric user interface, using a variety of programming languages. To boost productivity, they also facilitate composition and automation through visual interfaces and through open APIs.
Multipersona DSML Platforms
A multipersona data science and machine learning (DSML) platform is a cohesive and composable portfolio of products and capabilities, offering augmented and automated support to a diversity of user types and their collaboration. The primary aim of “multipersona DSML platforms” is to create value through democratization. This is achieved by bringing the power of DSML to a wider nontechnical and technical audience while hiding complexity “under the hood” by automation and augmentation throughout all phases in the DSML development and operationalization process. Increasingly, this is complemented by offering additional analytics capabilities for business intelligence,visualization and exploration.
The report shows “The AI and data science platform market is due to grow to over $10 billion by 2025 at a 21.6% compounded annual growth rate. This growth in the market mirrors the investments made by organizations in data science and ML initiatives, which are largely turning from strategy to execution. The DSML engineering market is representative of this shift in dynamics between business need and technical implementation.”
PAI（Platform of Artificial Intelligence）is an Alibaba Cloud artificial intelligence platform that we think, provides a one-stop machine learning solution.
PAI was originally a machine learning platform serving Alibaba Group (such as Taobao, Alipay and Gaud), dedicated to enabling internal developers to use artificial intelligence AI(Artificial Intelligence) technology more efficiently, concisely and standard. With the continuous development of PAI, the PAI platform was officially commercialized in 2018. At present, it has accumulated tens of thousands of enterprise customers and individual developers, and is one of the cloud machine learning platforms in China.
Source:Gartner, Market Guide for DSML Engineering Platforms, Afraz Jaffri, Erick Brethenoux, Sumit Agarwal, Farhan Choudhary, Pieter den Hamer, Carlie Idoine, Shubhangi Vashisth, Peter Krensky, Alexander Linden, 2 May 2022; Gartner, Market Guide for Multipersona Data Science and Machine Learning Platforms, Pieter den Hamer, Carlie Idoine, Erick Brethenoux, Peter Krensky, Afraz Jaffri, Shubhangi Vashisth, Farhan Choudhary, Sumit Agarwal, Alexander Linden, 2 May 2022
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