Best MLOps Platforms - Page 9
Machine learning operationalization (MLOps) platforms allow users to manage and monitor machine learning models as they are integrated into business applications. In addition, many of these tools facilitate the deployment of these models. With these tools, businesses can implement machine learning models and algorithms built by data scientists and developers. MLOps software automates deployment, monitors models' health, performance, and accuracy, and iterates on those models. Some tools provide features for doing this collaboratively. This enables businesses to scale machine learning across the company and make a tangible business impact.
Additionally, these products may provide security, provisioning, and governing capabilities to ensure that only those authorized to make version changes or deployment adjustments can do so. The tools can differ regarding what part of the machine learning journey or workflow they focus on, including explainability, hyper optimization, feature engineering, model risk, model selection, model monitoring, and experiment tracking.
These tools are usually language agnostic, so they can be successfully deployed no matter how an algorithm is built. However, some may focus specifically on languages like R or Python, among others. Some of these products are dedicated to tracking machine learning experiments to better understand the performance of models. In addition, some products provide the ability to augment users’ training datasets in order to improve model training.
Some MLOps solutions offer a way to manage all machine learning models across the entire business in a single location. Although similar to data science and machine learning platforms, this software differs since it focuses on the maintenance and monitoring of models instead of deployment.
To qualify for inclusion in the MLOps Platforms category, a product must:
Best MLOps Platforms At A Glance
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Attri is an extensible and open-source MLOps framework that enables organizations to scale their ML development from research to production. Its robust AI Engine helps you build high-quality models so
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We are Aware. Delivering Intelligent Action; to see the potential in emerging technology and making it real. Elevating businesses by finding better outcomes, as a trusted partner to guide and direct t
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Barbara is the Edge AI Platform for organizations seeking to accelerate their AI deployments to production, in the Edge. Barbara was conceived to help Machine Learning Teams manage the lifecycle of m
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Bud AI Foundry is an all-in-one control panel for Generative AI deployments, offering enterprises full control over performance, administration, compliance, and security. Powered by unique IPs like he
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Censius is an AI Observability Platform that enables enterprises of all sizes to confidently deploy their machine learning models into production. The company's flagship AI observability platform help
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CentML offers an optimization platform for AI deployment. Using CentML's platform, you significantly save on your costs for small and gigantic models.
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Contextual empowers developers, system integrators, and businesses to seamlessly integrate AI into their products and operations. Our platform simplifies the design, development, and deployment of AI-
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Credo AI is on a mission to empower enterprises to responsibly build, adopt, procure, and use AI at scale. Credo AI’s cutting-edge AI governance platform automates AI oversight and risk management whi
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Dark Pool's leadership and expertise in automated machine learning is helping industries and markets around the world effectively meet industry requirements while simultaneously delivering high value
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DarwinAI, an explainable AI company, enables enterprises to build AI they can trust. Founded by renowned academics at the University of Waterloo, DarwinAI’s Generative Synthesis technology makes expla
