IT information and evaluation outlet CRN lately launched its 2021 (and ninth annual) Big Data 100, a rating of outstanding massive information expertise distributors that answer suppliers ought to concentrate on. The checklist is made up of established and rising massive information instruments distributors. The checklist is damaged down into 5 distinct product classes that embody business analytics, massive information methods, information administration and data integration, database systems, and information science and machine studying instruments.
CRN pre-published an inventory of The Coolest Data Science and Machine Learning Tool Companies included within the total checklist through an interactive slideshow. Though the Big Data 100 is geared toward highlighting software program distributors for the needs of answer supplier partnering, Solutions Review is most serious about highlighting the distributors from that supply distinctive merchandise and platforms for enterprise organizations. As such, we’ve learn by CRN’s full rankings, available here, to investigate the trending information science and machine studying corporations we expect matter most. For a fair deeper breakdown of knowledge science and machine studying software program, instruments, distributors and platforms, seek the advice of our standard Buyer’s Guide.
Anaconda gives its information science and machine studying capabilities through plenty of totally different product editions. Its flagship product is Anaconda Enterprise, an open-source Python and R-focused platform. The software lets you carry out information science and machine studying on Linux, Windows, and Mac OS. Anaconda permits customers to obtain greater than 1,500 Python and R information science packages, handle libraries, dependencies, and environments, and analyze information with Dask, NumPy, pandas, and Numba. You can then visualize outcomes generated in Anaconda with Matplotlib, Bokeh, Datashader, and Holoviews.
Dataiku gives a sophisticated analytics answer that permits organizations to create their very own information instruments. The firm’s flagship product encompasses a team-based consumer interface for each information analysts and information scientists. Dataiku’s unified framework for growth and deployment offers instant entry to all of the options wanted to design information instruments from scratch. Users can then apply machine studying and information science methods to construct and deploy predictive information flows.
DataRobotic gives an enterprise AI platform that automates the end-to-end course of for constructing, deploying, and sustaining AI. The product is powered by open-source algorithms and might be leveraged on-prem, within the cloud or as a fully-managed AI service. DataRobotic contains a number of unbiased however absolutely built-in instruments (Paxata Data Preparation, Automated Machine Learning, Automated Time Series, MLOps, and AI purposes), and every might be deployed in a number of methods to match enterprise wants and IT necessities.
Domino Data Lab
Domino Data Lab gives an enterprise information science platform that permits information scientists to construct and run predictive fashions. The product helps organizations with the event and supply of those fashions through infrastructure automation and collaboration. Domino offers customers entry to a knowledge science Workbench that gives open supply and industrial instruments for batch experiments, in addition to Model Delivery to allow them to publish APIs and net apps or schedule experiences. The firm has raised greater than $120 million in funding since its founding in 2013.
H2O.ai gives plenty of AI and information science merchandise, headlined by its industrial platform H2O Driverless AI. Driverless AI is a completely open-source, distributed in-memory machine studying platform with linear scalability. H2O helps broadly used statistical and machine studying algorithms together with gradient boosted machines, generalized linear fashions, deep studying and extra. H2O has additionally developed AutoML performance that routinely runs by all of the algorithms to provide a leaderboard of one of the best fashions.
KNIME Analytics is an open-source platform for creating information science. It allows the creation of visible workflows through a drag-and-drop-style graphical interface that requires no coding. Users can select from greater than 2000 nodes to construct workflows, mannequin every step of research, management the circulate of knowledge, and guarantee work is present. KNIME can mix information from any supply and form information to derive statistics, clear information, and extract and choose options. The product leverages AI and machine studying and might visualize information with basic and superior charts.
RapidMiner gives an information science platform that permits folks of all ability ranges throughout the enterprise to construct and function AI options. The product covers the complete lifecycle of the AI manufacturing course of, from information exploration and information preparation to mannequin constructing, mannequin deployment, and mannequin operations. RapidMiner offers the depth that information scientists want however simplifies AI for everybody else through a visible consumer interface that streamlines the method of constructing and understanding complicated fashions.
Tim is Solutions Review’s Editorial Director and leads protection on massive information, enterprise intelligence, and information analytics. A 2017 and 2018 Most Influential Business Journalist and 2021 “Who’s Who” in information administration and information integration, Tim is a acknowledged influencer and thought chief in enterprise enterprise software program. Reach him through tking at solutionsreview dot com.