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The 10 Coolest Machine Learning Tools Of 2021 (So Far)

Rick Whiting

Developing and deploying machine learning models can be a complex chore. Here are 10 cool machine learning software tools that have caught our attention this year.

Arrikto Enterprise Kubeflow

Arrikto says the goal of its technology is to apply the same DevOps principles used for software development and deployment to manage data across the machine learning lifecycle – what the company calls “treating data as code.”

Enterprise Kubeflow is Arrikto’s machine learning operations platform, which the company says “simplifies, accelerates and secures” the entire machine learning model development lifecycle through production, enabling MLOps teams to accelerate bringing machine learning models to market 30 times faster than traditional ML platforms.

Enterprise Kubeflow provides automated workflows, reproducible pipelines, secure access to data, and consistent deployment from desktop to cloud.

 
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Rick Whiting

Rick Whiting has been with CRN since 2006 and is currently a feature/special projects editor. Whiting manages a number of CRN’s signature annual editorial projects including Channel Chiefs, Partner Program Guide, Big Data 100, Emerging Vendors, Tech Innovators and Products of the Year. He also covers the Big Data beat for CRN. He can be reached at rwhiting@thechannelcompany.com.

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