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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.

Iterative.ai DVC Studio
In June machine learning operations (MLOps) startup Iterative.ai launched DVC Studio, a visualized user interface based on the Data Version Control (DVC) and Continuous Machine Learning (CML) open-source projects. Iterative.ai is the company behind the development of those projects and DVC Studio is its first commercial product.
DVC studio simplifies ML model development and enhances collaboration by extending traditional software tools like Git and CI/CD (continuous integration and continuous delivery) to meet the needs of ML researchers, ML engineers and data scientists.